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color:#565656; } 27 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-1219 { background-color:#5b7cb8; } 28 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-1219 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-1219 .ubermenu-target > .ubermenu-target-description { color:#000000; } 29/* 1225 */ .ubermenu .ubermenu-item.ubermenu-item-1225 > .ubermenu-target { background:#607cb3; } 30 .ubermenu .ubermenu-item.ubermenu-item-1225.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-1225 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-1225.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-1225 > .ubermenu-target:hover { background:#607cb3; } 31 .ubermenu .ubermenu-item.ubermenu-item-1225.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-1225.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 32/* 1226 */ .ubermenu .ubermenu-item.ubermenu-item-1226 > .ubermenu-target { background:#607cb3; 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} 42 .ubermenu .ubermenu-item.ubermenu-item-1223.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-1223 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-1223.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-1223 > .ubermenu-target:hover { background:#607cb3; } 43 .ubermenu .ubermenu-item.ubermenu-item-1223.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-1223:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-1223.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-1223:hover > .ubermenu-target { color:#ffffff; } 44 .ubermenu .ubermenu-item.ubermenu-item-1223.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-1223.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 45 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-1223 { background-color:#5b7cb8; } 46 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-1223 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-1223 .ubermenu-target > .ubermenu-target-description { color:#000000; } 47/* 6216 */ .ubermenu .ubermenu-item.ubermenu-item-6216 > .ubermenu-target { background:#607cb3; } 48 .ubermenu .ubermenu-item.ubermenu-item-6216.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-6216 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-6216.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-6216 > .ubermenu-target:hover { background:#607cb3; } 49 .ubermenu .ubermenu-item.ubermenu-item-6216.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-6216:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-6216.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-6216:hover > .ubermenu-target { color:#ffffff; } 50 .ubermenu .ubermenu-item.ubermenu-item-6216.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-6216.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 51 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-6216 { background-color:#5b7cb8; } 52 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-6216 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-6216 .ubermenu-target > .ubermenu-target-description { color:#000000; } 53/* 6260 */ .ubermenu .ubermenu-item.ubermenu-item-6260 > .ubermenu-target { background:#607cb3; } 54 .ubermenu .ubermenu-item.ubermenu-item-6260.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-6260 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-6260.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-6260 > .ubermenu-target:hover { background:#607cb3; } 55 .ubermenu .ubermenu-item.ubermenu-item-6260.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-6260:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-6260.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-6260:hover > .ubermenu-target { color:#ffffff; } 56 .ubermenu .ubermenu-item.ubermenu-item-6260.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-6260.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 57 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-6260 { background-color:#5b7cb8; } 58 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-6260 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-6260 .ubermenu-target > .ubermenu-target-description { color:#000000; } 59/* 20419 */ .ubermenu .ubermenu-item.ubermenu-item-20419 > .ubermenu-target { background:#607cb3; } 60 .ubermenu .ubermenu-item.ubermenu-item-20419.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-20419 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-20419.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-20419 > .ubermenu-target:hover { background:#607cb3; } 61 .ubermenu .ubermenu-item.ubermenu-item-20419.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-20419:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-20419.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-20419:hover > .ubermenu-target { color:#ffffff; } 62 .ubermenu .ubermenu-item.ubermenu-item-20419.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-20419.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 63 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-20419 { background-color:#5b7cb8; } 64 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-20419 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-20419 .ubermenu-target > .ubermenu-target-description { color:#000000; } 65/* 20898 */ .ubermenu .ubermenu-item.ubermenu-item-20898 > .ubermenu-target { background:#607cb3; } 66 .ubermenu .ubermenu-item.ubermenu-item-20898.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-20898 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-20898.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-20898 > .ubermenu-target:hover { background:#607cb3; } 67 .ubermenu .ubermenu-item.ubermenu-item-20898.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-20898:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-20898.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-20898:hover > .ubermenu-target { color:#ffffff; } 68 .ubermenu .ubermenu-item.ubermenu-item-20898.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-20898.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 69 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-20898 { background-color:#5b7cb8; } 70 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-20898 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-20898 .ubermenu-target > .ubermenu-target-description { color:#565656; } 71/* 21045 */ .ubermenu .ubermenu-item.ubermenu-item-21045 > .ubermenu-target { background:#607cb3; } 72 .ubermenu .ubermenu-item.ubermenu-item-21045.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21045 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21045.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21045 > .ubermenu-target:hover { background:#607cb3; } 73 .ubermenu .ubermenu-item.ubermenu-item-21045.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21045:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21045.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21045:hover > .ubermenu-target { color:#ffffff; } 74 .ubermenu .ubermenu-item.ubermenu-item-21045.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21045.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 75 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21045 { background-color:#5b7cb8; } 76 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21045 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21045 .ubermenu-target > .ubermenu-target-description { color:#000000; } 77/* 21070 */ .ubermenu .ubermenu-item.ubermenu-item-21070 > .ubermenu-target { background:#607cb3; } 78 .ubermenu .ubermenu-item.ubermenu-item-21070.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21070 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21070.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21070 > .ubermenu-target:hover { background:#607cb3; } 79 .ubermenu .ubermenu-item.ubermenu-item-21070.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21070:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21070.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21070:hover > .ubermenu-target { color:#ffffff; } 80 .ubermenu .ubermenu-item.ubermenu-item-21070.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21070.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 81 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21070 { background-color:#5b7cb8; } 82 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21070 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21070 .ubermenu-target > .ubermenu-target-description { color:#000000; } 83/* 21043 */ .ubermenu .ubermenu-
83item.ubermenu-item-21043 > .ubermenu-target { background:#607cb3; } 84 .ubermenu .ubermenu-item.ubermenu-item-21043.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21043 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21043.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21043 > .ubermenu-target:hover { background:#607cb3; } 85 .ubermenu .ubermenu-item.ubermenu-item-21043.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21043:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21043.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21043:hover > .ubermenu-target { color:#ffffff; } 86 .ubermenu .ubermenu-item.ubermenu-item-21043.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21043.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 87 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21043 { background-color:#5b7cb8; } 88 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21043 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21043 .ubermenu-target > .ubermenu-target-description { color:#000000; } 89/* 21044 */ .ubermenu .ubermenu-item.ubermenu-item-21044 > .ubermenu-target { background:#607cb3; } 90 .ubermenu .ubermenu-item.ubermenu-item-21044.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21044 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21044.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21044 > .ubermenu-target:hover { background:#607cb3; } 91 .ubermenu .ubermenu-item.ubermenu-item-21044.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21044:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21044.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21044:hover > .ubermenu-target { color:#ffffff; } 92 .ubermenu .ubermenu-item.ubermenu-item-21044.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21044.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 93 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21044 { background-color:#5b7cb8; } 94 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21044 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21044 .ubermenu-target > .ubermenu-target-description { color:#000000; } 95/* 21092 */ .ubermenu .ubermenu-item.ubermenu-item-21092 > .ubermenu-target { background:#607cb3; } 96 .ubermenu .ubermenu-item.ubermenu-item-21092.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21092 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21092.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21092 > .ubermenu-target:hover { background:#607cb3; } 97 .ubermenu .ubermenu-item.ubermenu-item-21092.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21092:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21092.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21092:hover > .ubermenu-target { color:#ffffff; } 98 .ubermenu .ubermenu-item.ubermenu-item-21092.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21092.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 99 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21092 { background-color:#5b7cb8; } 100 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21092 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21092 .ubermenu-target > .ubermenu-target-description { color:#000000; } 101/* 21093 */ .ubermenu .ubermenu-item.ubermenu-item-21093 > .ubermenu-target { background:#607cb3; } 102 .ubermenu .ubermenu-item.ubermenu-item-21093.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21093 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21093.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21093 > .ubermenu-target:hover { background:#607cb3; } 103 .ubermenu .ubermenu-item.ubermenu-item-21093.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21093:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21093.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21093:hover > .ubermenu-target { color:#ffffff; } 104 .ubermenu .ubermenu-item.ubermenu-item-21093.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21093.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 105 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21093 { background-color:#5b7cb8; } 106 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21093 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21093 .ubermenu-target > .ubermenu-target-description { color:#000000; } 107/* 21094 */ .ubermenu .ubermenu-item.ubermenu-item-21094 > .ubermenu-target { background:#607cb3; } 108 .ubermenu .ubermenu-item.ubermenu-item-21094.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21094 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21094.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21094 > .ubermenu-target:hover { background:#607cb3; } 109 .ubermenu .ubermenu-item.ubermenu-item-21094.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21094:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21094.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21094:hover > .ubermenu-target { color:#ffffff; } 110 .ubermenu .ubermenu-item.ubermenu-item-21094.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21094.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 111 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21094 { background-color:#5b7cb8; } 112 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21094 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21094 .ubermenu-target > .ubermenu-target-description { color:#000000; } 113/* 21097 */ .ubermenu .ubermenu-item.ubermenu-item-21097 > .ubermenu-target { background:#607cb3; } 114 .ubermenu .ubermenu-item.ubermenu-item-21097.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21097 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21097.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21097 > .ubermenu-target:hover { background:#607cb3; } 115 .ubermenu .ubermenu-item.ubermenu-item-21097.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21097:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21097.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21097:hover > .ubermenu-target { color:#ffffff; } 116 .ubermenu .ubermenu-item.ubermenu-item-21097.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21097.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 117 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21097 { background-color:#5b7cb8; } 118 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21097 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21097 .ubermenu-target > .ubermenu-target-description { color:#000000; } 119/* 21391 */ .ubermenu .ubermenu-item.ubermenu-item-21391 > .ubermenu-target { background:#607cb3; } 120 .ubermenu .ubermenu-item.ubermenu-item-21391.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21391 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21391.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21391 > .ubermenu-target:hover { background:#607cb3; } 121 .ubermenu .ubermenu-item.ubermenu-item-21391.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21391:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21391.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21391:hover > .ubermenu-target { color:#ffffff; } 122 .ubermenu .ubermenu-item.ubermenu-item-21391.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21391.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 123 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21391 { background-color:#5b7cb8; } 124 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21391 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21391 .ubermenu-target > .ubermenu-target-description { color:#000000; } 125/* 21098 */ .ubermenu .ubermenu-item.ubermenu-item-21098 > .ubermenu-target { background:#607cb3; } 126 .ubermenu .ubermenu-item.ubermenu-item-21098.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21098 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21098.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21098 > .ubermenu-target:hover { background:#607cb3; } 127 .ubermenu .ubermenu-item.ubermenu-item-21098.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21098:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21098.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21098:hover > .ubermenu-target { color:#ffffff; } 128 .ubermenu .ubermenu-item.ubermenu-item-21098.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21098.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 129 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21098 { background-color:#5b7cb8; } 130 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21098 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21098 .ubermenu-target > .ubermenu-target-description { color:#000000; } 131/* 21496 */ .ubermenu .ubermenu-item.ubermenu-item-21496 > .ubermenu-target { background:#607cb3; } 132 .ubermenu .ubermenu-item.ubermenu-item-21496.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21496 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21496.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21496 > .ubermenu-target:hover { background:#607cb3; } 133 .ubermenu .ubermenu-item.ubermenu-item-21496.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21496:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21496.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21496:hover > .ubermenu-target { color:#ffffff; } 134 .ubermenu .ubermenu-item.ubermenu-item-21496.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21496.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 135 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21496 { background-color:#5b7cb8; } 136 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21496 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21496 .ubermenu-target > .ubermenu-target-description { color:#000000; } 137/* 21393 */ .ubermenu .ubermenu-item.ubermenu-item-21393 > .ubermenu-target { background:#607cb3; } 138 .ubermenu .ubermenu-item.ubermenu-item-21393.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21393 > .ubermenu-target:hover, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21393.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21393 > .ubermenu-target:hover { background:#607cb3; } 139 .ubermenu .ubermenu-item.ubermenu-item-21393.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-item.ubermenu-item-21393:hover > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21393.ubermenu-active > .ubermenu-target, .ubermenu .ubermenu-submenu .ubermenu-item.ubermenu-item-21393:hover > .ubermenu-target { color:#ffffff; } 140 .ubermenu .ubermenu-item.ubermenu-item-21393.ubermenu-current-menu-item > .ubermenu-target,.ubermenu .ubermenu-item.ubermenu-item-21393.ubermenu-current-menu-ancestor > .ubermenu-target { background:#607cb3; color:#565656; } 141 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21393 { background-color:#5b7cb8; } 142 .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21393 .ubermenu-target, .ubermenu .ubermenu-submenu.ubermenu-submenu-id-21393 .ubermenu-target > .ubermenu-target-description { color:#000000; } 143 144/* Status: Loaded from Transient */</style><meta name="generator" content="Elementor 4.3.0; features: additional_custom_breakpoints; settings: css_print_method-external, google_font-enabled, font_display-auto"><style>.e-con.e-parent:nth-of-type(n+4):not(.e-lazyloaded):not(.e-no-lazyload), 145 .e-con.e-parent:nth-of-type(n+4):not(.e-lazyloaded):not(.e-no-lazyload) * { 146 background-image: none !important; 147 } 148 @media screen and (max-height: 1024px) { 149 .e-con.e-parent:nth-of-type(n+3):not(.e-lazyloaded):not(.e-no-lazyload), 150 .e-con.e-parent:nth-of-type(n+3):not(.e-lazyloaded):not(.e-no-lazyload) * { 151 background-image: none !important; 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159<script type="litespeed/javascript">function jumpToPricing(){if(window.location.search.indexOf('checkout=true')!==-1){if(typeof mlq!=='undefined'&&mlq.jump){mlq.jump(31)}else{setTimeout(jumpToPricing,500)}}} 160jumpToPricing()</script>
160<style class="wpcode-css-snippet">.page-id-35922 .ast-container.new-home-2023, 161.page-id-35922 #content.site-content, 162.page-id-35922 #primary.content-area, 163.page-id-35922 .site-main { 164 width: 100% !important; 165 max-width: 100% !important; 166 padding: 0 !important; 167 margin: 0 !important; 168} 169 170.page-id-35922 .entry-content { 171 max-width: 100% !important; 172 padding: 0 !important; 173}</style><style class="wpcode-css-snippet"><style> 174/* Fix sidebar on page 35915 */ 175.page-id-35915 #secondary, 176.page-id-35915 .widget-area, 177.page-id-35915 aside.sidebar, 178.page-id-35915 .ast-right-sidebar, 179.page-id-35915 .ast-left-sidebar { 180 display: none !important; 181} 182 183.page-id-35915 #primary, 184.page-id-35915 .ast-article-post, 185.page-id-35915 .site-content .ast-container { 186 width: 100% !important; 187 max-width: 100% !important; 188 float: none !important; 189}</style></style><link rel="icon" href="https://machinelearningplus.com/wp-content/uploads/2021/06/cropped-Favicon-32x32.png" sizes="32x32" /><link rel="icon" href="https://machinelearningplus.com/wp-content/uploads/2021/06/cropped-Favicon-192x192.png" sizes="192x192" /><link rel="apple-touch-icon" href="https://machinelearningplus.com/wp-content/uploads/2021/06/cropped-Favicon-180x180.png" /><meta name="msapplication-TileImage" content="https://machinelearningplus.com/wp-content/uploads/2021/06/cropped-Favicon-270x270.png" /><style id="wp-custom-css">body { 190 /*display: none;*/ 191} 192 193 194#page { 195 overflow-x: hidden !important; 196} 197.elementor-section.elementor-section-boxed>.elementor-container { 198 max-width: 1400px !important; 199} 200.elementor-12606 .elementor-element.elementor-element-591a08be { 201 width: 60% !important; 202} 203 204/* 205p { 206 color:#535353; 207} 208*/ 209 210/* div#disqus_thread iframe:first-child { 211 display: none; 212} */ 213 214.gsc-modal-background-image-visible { 215 opacity: 0.8; 216 -ms-filter: "alpha(opacity=80)"; 217 filter: alpha(opacity=80); 218 display: block; 219 background: rgb(0 0 0) !important; 220} 221input#gsc-i-id1 { 222 background: none !important; 223} 224iframe[src*="ads-iframe"]{ 225display:none !important; 226} 227.elementor-icon-list-text.elementor-post-info__item.elementor-post-info__item--type-terms { 228 display: none !important; 229} 230 231.header-right-col .elementor-widget-wrap.elementor-element-populated { 232 display: flex !important; 233 justify-content: flex-end; 234} 235.header-right-col .elementor-widget-wrap.elementor-element-populated>div { 236 width: auto !important; 237 margin-left: 20px; 238} 239.btn-arrow a { 240 padding: 8px 20px !important; 241 line-height: 36px; 242 font-weight: 600 !important; 243 font-size: 18px !important; 244 border-radius: 5px !important; 245} 246.arrow-align span i { 247 line-height: 39px !important; 248} 249.arrow-align .elementor-button span { 250 padding: 1px 3px 1px !important; 251} 252 253.arrow-align1 span.elementor-button-icon.elementor-align-icon-right { 254 padding: 1px 3px 1px; 255} 256.arrow-align1 .elementor-button:hover i { 257 color: #051E50; 258 padding-top: 7px; 259} 260.arrow-align1 .elementor-button span { 261 text-decoration: inherit; 262 padding: 2px 3px 1px; 263} 264.btn-arrow span.elementor-button-icon { 265 background: #fff; 266 width: 40px; 267 height: 39px; 268 border-radius: 4px; 269 color: #FF850C; 270 font-size: 24px; 271 line-height: 38px; 272} 273.btn-arrow .elementor-button:hover i { 274 color: #051E50; 275} 276.arrow-align1 .elementor-button i { 277 padding-top: 7px; 278} 279 .social-share-icons .elementor-icon { 280 box-shadow: 0 6px 36px rgb(0 0 0 / 13%); 281 width: 37px !important; 282 height: 37px !important; 283 line-height: 37px; 284 text-align: center; 285 font-size: 20px; 286} 287.social-share-icons .elementor-grid-item:last-child .elementor-icon { 288 box-shadow: none !important; 289 background: none !important; 290 font-size: 24px; 291} 292.meta-info-block ul li:last-child .elementor-post-info__item:before{ 293 content: 'by'; 294} 295.social-share-icons .elementor-grid-item:last-child .elementor-icon i { 296 padding-top: 2px; 297} 298 299.logos-section:before { 300 content: ""; 301 background: url(https://machinelearningplus.com/wp-content/uploads/2021/04/shap-img.svg); 302 position: absolute; 303 left: 0; 304 top: -100px; 305 width: 100%; 306 padding: 53px 0; 307 background-repeat: no-repeat; 308 background-size: cover; 309} 310.banner-section:before {
311 background-image: url(https://machinelearningplus.com/wp-content/uploads/2021/04/linece.svg); 312 background-repeat: no-repeat; 313 background-position: left bottom; 314 content: ''; 315 width: 100%; 316 height: 100%; 317 position: absolute; 318 left: 0; 319 top: 61%; 320 background-size: contain; 321 z-index: 10; 322} 323 324 325.banner-animation { 326 max-width:500px; 327 position: relative; 328 text-align: center; 329 330 padding:30px 20px; 331 margin-left: auto; 332 } 333 .image-1 { 334 text-align: right; 335 padding-right: 40px; 336 } 337 .image-2 { 338 position: absolute; 339 top: 90px; 340 z-index: 1; 341 left: 0; 342 right: 0; 343 } 344 .image-3 { 345 position: absolute; 346 top: 15px; 347 left: 0; 348 right: 0; 349 z-index: 1; 350 } 351 352 353.bounce { 354 -webkit-animation-name: bounce; 355 animation-name: bounce; 356} 357 358.animated{ 359 animation-duration: 2s; 360 animation-iteration-count: infinite; 361 transform-origin: top; 362} 363.bounce { 364 animation-name: bounce; 365 animation-timing-function: linear; 366} 367@keyframes bounce{ 368 0% { transform: translateY(0); } 369 50% { transform: translateY(-30px); } 370 100% { transform: translateY(0); } 371} 372 373 374.animation-slide-1 { 375 animation: slideInTop 1s ease-in-out forwards; 376} 377@keyframes slideInTop { 378 0% { 379 transform: translateY(50px) scale(1); 380 } 381 100% { 382 transform: translateY(0px) scale(1); 383 } 384} 385 386 387.animation-slide-2 { 388 animation: slideIn 1s ease-in-out forwards; 389} 390@keyframes slideIn { 391 0% { 392 transform: translateY(-150px) scale(1); 393 } 394 100% { 395 transform: translateY(0px) scale(1); 396 } 397} 398 399 400 401.brand-logos-row .elementor-container { 402 flex-wrap: wrap; 403 justify-content: center; 404} 405.brand-logos-row .elementor-container>div { 406 width: auto !important; 407 margin-right: 50px; 408 margin-bottom:10px; 409} 410.brand-logos-row .elementor-container>div img { 411 width: auto; 412} 413 414.banner-section:before{ 415 background-image: url(https://machinelearningplus.com/wp-content/uploads/2021/04/circle-image1.svg); 416 background-repeat: no-repeat; 417 background-position: left bottom; 418 content: ''; 419 width: 100%; 420 height: 100%; 421 position: absolute; 422 left: -18%; 423 top: 50%; 424 background-size: contain; 425 z-index: 10; 426} 427.banner-section:after { 428 background-image: url(https://machinelearningplus.com/wp-content/uploads/2021/04/shape-1.svg); 429 background-repeat: no-repeat; 430 background-position: right bottom; 431 content: ''; 432 width: 10%; 433 height: 100%; 434 position: absolute; 435 right: 0; 436 top: 30%; 437 background-size: contain; 438 z-index: 10; 439} 440.steps-col .elementor-heading-title { 441 width: 160px; 442 height: 160px; 443 border: 2px dashed #EFEFEF; 444 display: inline-block; 445 border-radius: 100%; 446 text-align: center; 447 font-size: 140px; 448 line-height: 160px; 449 color: #F1F1F1; 450} 451 452.steps-line1 { 453 margin-top: -120px; 454} 455 456.svg-icon .elementor-icon-box-icon { 457 background: #BAD0FC; 458 width: 81px; 459 height: 84px; 460 text-align: center; 461 margin: auto; 462 border-radius: 50%; 463 line-height: 119px; 464} 465.svg-icon .elementor-icon-box-content a { 466 color: #FF850C; 467} 468 469.elementor-column.elementor-col-25.elementor-inner-column.elementor-element.hovers:hover h3 { 470 color: #fff; 471} 472.elementor-column.elementor-col-25.elementor-inner-column.elementor-element.hovers:hover .svg-icon .elementor-icon-box-icon { 473 background: #FF850C; 474} 475.background-shape .elementor-image:before { 476 content: ""; 477 width: 358px; 478 height: 547px; 479 background: #051E50; 480 position: absolute; 481 z-index: 0; 482 left: 0; 483 top: -40px; 484} 485.background-shape img.attachment-large.size-large { 486 position: relative; 487} 488 489.footers .elementor-text-editor.elementor-clearfix p{ margin-bottom: 15px !important;} 490 491 492.testimonial-custom .elementor-main-swiper.swiper-container.swiper-container-initialized.swiper-container-horizontal:after { 493 content: ""; 494 background: url(https://machinelearningplus.com/wp-content/uploads/2021/04/dotted.png); 495 right: -44px; 496 top: 43px; 497 position: absolute; 498 display: inline-block; 499 padding: 93px; 500 background-repeat: no-repeat; 501} 502 503.swiper-slide{ 504 box-shadow: 0px 23px 56px rgb(0 0 0 / 10%); 505} 506.swiper-slide { 507 margin: 50px 0; 508} 509.btn-arrow .elementor-button span { 510 text-decoration: inherit; 511 padding: 1px 3px 1px; 512} 513 514.testimonial-custom .swiper-container{ 515 width: 93%; 516 padding: 0 15px; 517} 518 519.testimonial-custom .elementor-swiper-button { 520 position: absolute; 521 display: -webkit-inline-box; 522 display: -ms-inline-flexbox; 523 display: inline-flex; 524 z-index: 1; 525 cursor: pointer; 526 font-size: 25px; 527 color: hsla(0,0%,93.3%,.9); 528 top: 40%; 529 -webkit-transform: translateY(-40%); 530 -ms-transform: translateY(-40%); 531 transform: translateY(-50%); 532} 533.testimonial-custom .elementor-swiper { 534/* overflow: hidden; */ 535} 536.testimonial-custom .swiper-slide { 537 box-shadow: 0px 6px 16px rgb(0 0 0 / 8%) !important; 538} 539 540.testimonial-custom .elementor-main-swiper.swiper-container.swiper-container-initialized.swiper-container-horizontal:before { 541 content: ""; 542 width: 100%; 543 max-width: 900px; 544 height: 300px; 545 background: #FEF6ED; 546 position: absolute; 547 z-index: 0; 548 bottom: 58px; 549 border-radius: 50px; 550 margin: 0 auto; 551 left: 0; 552 right: 0; 553} 554.swiper-wrapper { 555 padding: 0 0 110px; 556} 557.single-post-sidebar-col{ 558 height:100%; 559} 560.post-sidebar-menu ul li { 561 border-bottom: 1px solid rgb(216 216 216 / 40%); 562} 563.post-sidebar-menu ul li a { 564 padding: 18px 20px !important; 565 align-items: flex-start; 566} 567.post-sidebar-menu ul.sub-menu { 568 position: static !important; 569 margin-left:0px !important; 570 width:auto !important; 571} 572.post-sidebar-menu ul.sub-menu li a{ 573 margin-left:10px; 574} 575 576.post-sidebar-menu ul.sub-menu li { 577 border-top: 1px solid rgb(216 216 216 / 40%) !important; 578 border-bottom: 0; 579} 580.post-sidebar-menu { 581 max-height:450px; 582 overflow-y: auto; 583} 584/* width */ 585.post-sidebar-menu::-webkit-scrollbar {
586 width:6px; 587} 588 589/* Track */ 590.post-sidebar-menu::-webkit-scrollbar-track { 591 background: #fff; 592} 593 594/* Handle */ 595.post-sidebar-menu::-webkit-scrollbar-thumb { 596 background: #FF850C; 597 border-radius:20px; 598} 599 600/* Handle on hover */ 601.post-sidebar-menu::-webkit-scrollbar-thumb:hover { 602 background: #FF850C; 603} 604 605.post-sidebar-menu li .sub-arrow i:before { 606 content: "\f105" !important; 607 font-size: 20px; 608 color:#494949; 609} 610.post-sidebar-menu li a.has-submenu.highlighted .sub-arrow i:before { 611 content: "\f107" !important; 612} 613 614.post-sidebar-menu li .sub-arrow { 615 margin-top: -5px; 616} 617.get-started-free-btn .elementor-button span{ 618 padding: 0 !important; 619} 620 621.header-search .elementor-search-form__container{ 622 max-width: 245px; 623 margin-left:auto; 624} 625.elementor-location-header .sub-arrow i:before { 626 content: '\f107' !important; 627} 628 629 630.button-groups-row .elementor-widget-wrap>div { 631 width: auto; 632 margin-right: 15px; 633} 634 .single-blog-posts a.elementor-post__read-more { 635 background: #FF850C; 636 padding: 6px 20px; 637 color: #fff !important; 638 font-size: 16px !important; 639 font-weight: 500 !important; 640 font-family: "Raleway", Sans-serif !important; 641 border-radius: 5px; 642 display: inline-block; 643 margin-top:10px; 644 border: 1px solid #FF850C; 645} 646 647.single-blog-posts a.elementor-post__read-more:after { 648 content: ''; 649 background: url(https://machinelearningplus.com/wp-content/uploads/2021/04/long-arrow-icon.svg); 650 width: 21px; 651 height: 12px; 652 display: inline-block; 653 background-repeat: no-repeat; 654 vertical-align: middle; 655 margin-left: 10px; 656} 657.single-blog-posts a.elementor-post__read-more:hover { 658 background: #F8F9FA; 659 color: #FF850C !important; 660} 661 662 663.single-blog-posts a.elementor-post__read-more:hover::after{ 664background: url(https://machinelearningplus.com/wp-content/uploads/2021/04/long-arrow.svg); 665} 666 667body.single .elementor-post-info li:first-child span, .elementor-post-info li:first-child i { 668 color: #5755D9 !important; 669} 670.meta-info-block span.elementor-icon-list-text.elementor-post-info__item.elementor-post-info__item--type-date { 671 color: #5755D9 !important; 672} 673 674body.single .elementor-post-info li:last-child i { 675 display: none; 676} 677 678body.single h2 { 679 color: #051E50; 680 color: #365693; 681 font-size: 30px; 682 font-weight: 700; 683 font-family: roboto,inter,"Raleway", Sans-serif; 684 margin-bottom: 30px; 685} 686body.single h3 { 687 color: #051E50; 688 font-size: 18px; 689 font-weight: 700; 690 font-family: roboto,inter,"Raleway", Sans-serif; 691 margin-bottom: 15px; 692} 693body.single pre{ 694 background: #F8F9FA; 695/* font-family: "Raleway", Sans-serif; 696 font-weight: 600; 697 font-size: 18px; */ 698 padding: 10px 20px; 699 color: #051E50; 700 border: .5px solid #ccc; 701 border-radius:3px; 702} 703 704/* 28.4.2021*/ 705 706button.bg-orange-button { 707 background: none; 708 border:none; 709 outline: none; 710 border-radius: 0; 711 font-size: 16px; 712 font-family: "Raleway", Sans-serif; 713 line-height: 28px; 714 color: #FF850C !important; 715 border-bottom: 1px solid #FF850C; 716 position: relative; 717 box-shadow: none; 718 font-weight: 500; 719 padding: 0 30px 0 0 ; 720 721} 722button.bg-orange-button:before{ 723 display :none; 724} 725button.bg-orange-button::after{ 726 position: absolute; 727 content:""; 728 width: 8px; 729 height: 8px; 730 top: 12px; 731 right: 5px; 732 border-width: 2px 2px 0 0; 733 border-color: #FF850C; 734 border-style: solid; 735 box-shadow: none; 736 -ms-transform: rotate(45deg); 737 -moz-transform: rotate(45deg); 738 -webkit-transform: rotate(45deg); 739 transform: rotate(45deg); 740} 741 742button.bg-orange-button:hover { 743 background: none; 744 border:none; 745 outline: none; 746 border-radius: 0; 747 border-bottom: 1px solid #FF850C; 748} 749 750/* */ 751.leftheading { 752 display: none; 753} 754.single-post-sidebar-col h2 { 755 margin-bottom: 0 !important; 756} 757.single-post-sidebar-col .elementor-toc__toggle-button { 758 font-weight: normal; 759 font-size: 14px; 760} 761.elementor-toc__header 762.single-post-sidebar-col .elementor-toc__list-item { 763 padding:20px 0 20px 18px; 764 border-bottom: 765 1px solid #DBDBDB; 766} 767.single-post-sidebar-col .elementor-toc__list-item > div > a:hover { 768 color: #494949; 769 text-decoration: none; 770} 771.single-post-sidebar-col .elementor-toc__body { 772 padding: 0; 773} 774.re-title h2 { 775 margin-bottom: 0 !important; 776} 777button.bg-orange-button:focus{ 778 background: none; 779} 780button.bg-orange-button:active{ 781 padding: 0 38px 0 0; 782 border: 1px solid transparet; 783border-bottom: 1px solid #FF850C; 784 top: 0; 785} 786.left-bar{ 787 height: 510px; 788 overflow:hidden; 789/* max-height:510px; */ 790/* scrollbar-color: 791 #FF850C #fff !important; 792scrollbar-width: thin !important; */ 793} 794.scrollable .scroll-bar.vertical .thumb { 795 max-height: 70%; 796} 797 798.scrollable.default-skin { 799 padding-right: 6px !important; 800 padding-bottom: 0 !important; 801} 802.scrollable.default-skin .scroll-bar .thumb { 803 background-color: rgb(73 73 73 / 50%) !important; 804 opacity: 1 !important; 805} 806.scrollable.default-skin .scroll-bar.vertical { 807 width: 6px !important; 808} 809.scrollable .scroll-bar.vertical { 810 right: 0px !important; 811} 812.scroll-bar.horizontal { 813 display: none !important; 814} 815.scroll-bar.vertical { 816 display: block !important; 817} 818.scrollable .viewport .overview, 819.scrollable .viewport{ 820 width: 100% !important; 821} 822 823div#comments { 824 margin-bottom: 0px !important; 825} 826 827 828 829 830 831@media (min-width: 768px){ 832.elementor-8717 .elementor-element.elementor-element-b225998 { 833 width: 33.333%; 834 max-width: 350px; 835 margin-left: 5%; 836} 837} 838@media (max-width:767px){ 839 840.scrollable .viewport .overview { width: 100% !important; 841} 842.scrollable .viewport { 843 position:unset !important; 844 width: 100% !important; 845} 846.scrollable.default-skin .scroll-bar .thumb { 847 display: none; 848} 849 850} 851 852/* .left-bar::-webkit-scrollbar {
853 width: 4px; 854 border-radius: 10px; 855 max-height:88px; 856} 857.left-bar::-webkit-scrollbar-track { 858 box-shadow: none; 859 border-radius: 10px; 860 max-height:88px; 861} 862.left-bar::-webkit-scrollbar-thumb { 863 background:#FF850C ; 864 border-radius: 10px; 865 max-height: 88px !important; 866 width: 4px; 867 border-radius: 10px; 868} 869.left-bar::-webkit-scrollbar-thumb:hover { 870 background: transaprent; 871} */ 872 873 874/* .left-bar::-moz-scrollbar { 875 width: 4px; 876 border-radius: 10px; 877} 878.left-bar::-moz-scrollbar-track { 879 box-shadow: none; 880 border-radius: 10px; 881} 882.left-bar::-moz-scrollbar-thumb { 883 background:#FF850C ; 884 border-radius: 10px; 885 max-height: 88px !important; 886 width: 4px; 887 border-radius: 10px; 888} 889.left-bar::-moz-scrollbar-thumb:hover { 890 background: transaprent; 891} 892 */ 893 894.left-bar li > div > a.elementor-toc__top-level { 895 display: block; 896 position: relative; 897 width: 100%; 898} 899/* 900.left-bar li > div.listsub_menu > a.elementor-toc__top-level:after { 901 position: absolute; 902 content: ""; 903 right: 15px; 904 top: 25px; 905 width: 7px; 906 height: 7px; 907 border-width: 2px 2px 0 0; 908 border-style: solid; 909 border-color: #494949; 910-ms-transform: rotate(45deg); 911-moz-transform: rotate(45deg); 912-webkit-transform: rotate(45deg); 913transform: rotate(45deg);align-content 914} 915*/ 916.left-bar li > div > a.elementor-toc__top-level.elementor-item-active:after { 917-ms-transform: rotate(135deg); 918-moz-transform: rotate(135deg); 919-webkit-transform: rotate(135deg); 920transform: rotate(135deg); 921 922} 923 924 925.left-bar .elementor-toc__body > ul > li > div > a.elementor-toc__top-level { 926 border-bottom:1px solid #DBDBDB; 927} 928 929.left-bar .elementor-toc__body > ul > li .elementor-toc__top-level.elementor-item-active{ 930 border-bottom:none; 931} 932.left-bar .elementor-toc__body > ul > li > div, 933.left-bar .elementor-toc__body > ul > li > ul > li > div { 934 width: 100%; 935 display: block; 936} 937.left-bar .elementor-toc__body > ul > li > div > i, 938.left-bar .elementor-toc__body > ul > li > ul > li > div > i { 939 display: none; 940} 941.left-bar .elementor-toc__body > ul > li > div > a { 942 padding: 17px 20px 18px 17px; 943} 944.left-bar .elementor-toc__body > ul > li > ul { 945 margin: 0; 946 height: auto 947} 948.left-bar .elementor-toc__body > ul li { 949 margin-bottom: 0; 950} 951.left-bar .elementor-toc__body > ul > li > ul{ 952 border-top: 1px solid #DBDBDB; 953 border-bottom: 1px solid #DBDBDB; 954} 955.left-bar .elementor-toc__body > ul > li > ul > li:not(:first-child) a { 956 border-top: 1px solid #DBDBDB; 957} 958.left-bar .elementor-toc__body > ul > li > ul > li a { 959 width: 100%; 960 display: block; 961 padding: 10px 15px 10px 30px; 962 963} 964.left-bar .elementor-widget-container { 965 border: 0 !important; 966} 967 968.un-cat { 969 display: none; 970} 971.des-sec ul { 972/* list-style: none; */ 973 padding: 0px 0px 0px 20px; 974 margin: 0 0 20px; 975 /* background: #F8F9FA;*/ 976} 977.des-sec ul li { 978/* color: #051E50; 979 font-size: 18px; */ 980 font-weight: 500; 981 line-height: 30px; 982} 983.des-sec ul.points { 984background : #363636; 985} 986.des-sec ul.points li { 987 color: #fff; 988} 989.author-part { 990 background: #F8F9FA; 991 padding: 20px 25px; 992} 993.author-part { 994 margin: 60px 0 20px !important; 995} 996.author-part .elementor-author-box__avatar img { 997 width: 158px; 998 height: 158px; 999 object-fit: cover; 1000 border-radius: 0; 1001 box-shadow: none !important; 1002} 1003.author-part .elementor-author-box__text h4 { 1004 font-size: 20px; 1005 line-height: normal; 1006 font-weight: bold; 1007 color: #051E50; 1008 margin-bottom: 15px; 1009} 1010.author-part .elementor-author-box__bio, 1011.author-part .elementor-author-box__bio p { 1012 font-size: 14px; 1013 color: #494949; 1014 line-height: 26px; 1015} 1016.elementor-post-navigation { 1017 background: #F8F9FA; 1018 position: relative; 1019} 1020.elementor-post-navigation__prev a{ 1021 padding: 35px 15px 50px 95px; 1022} 1023.elementor-post-navigation__next a{ 1024 padding: 35px 95px 50px 15px; 1025} 1026.post-navigation__prev--label, 1027.post-navigation__prev--title { 1028display: block 1029} 1030.elementor-post-navigation__link__prev { 1031 text-align: right; 1032} 1033.elementor-post-navigation__link__next{ 1034 text-align: left; 1035} 1036.elementor-post-navigation__separator-wrapper { 1037 display: none; 1038} 1039.post-navigation__arrow-wrapper { 1040 position: absolute; 1041 bottom: 15px; 1042 left: 20px; 1043 font-weight: 300; 1044 line-height: 15px; 1045} 1046span.post-navigation__arrow-wrapper.post-navigation__arrow-next { 1047 right: 20px; 1048 left: auto; 1049} 1050.elementor-post-navigation .elementor-post-navigation__next a{ 1051 float: none; 1052} 1053.elementor-post-navigation span.elementor-post-navigation__link__next { 1054 text-align: left; 1055} 1056.elementor-post-navigation__link__next, 1057.elementor-post-navigation__link__prev{ 1058 display: block; 1059 width: 100%; 1060} 1061 1062.elementor-post-navigation__link__next .post-navigation__next--label, 1063.elementor-post-navigation__link__next .post-navigation__next--title { 1064 width: 100%; 1065 display: block; 1066} 1067.category .elementor-post-info__item:before{ 1068 display: none; 1069} 1070.category .elementor-icon-list-item a { 1071 border: 1px solid #9FBAEB; 1072 border-radius: 5px; 1073 display: block; 1074 padding: 8px 15px 6px 15px ; 1075} 1076.category .elementor-icon-list-item a:hover{ 1077 background: #9FBAEB; 1078 color:#fff !important; 1079} 1080.category .elementor-icon-list-item .elementor-icon-list-icon { 1081 display: none; 1082} 1083.left-bar.elementor-toc--collapsed { 1084 height: 100%; 1085} 1086.left-bar.elementor-toc--collapsed .elementor-toc__header { border: none;} 1087.elementor-post-navigation, 1088.elementor-post-navigation__link { 1089 overflow: unset; 1090} 1091.post-navigation__prev--title { 1092 white-space: normal; 1093} 1094 1095.elementor-post-navigation__link, 1096.elementor-social-icons-wrapper{ 1097 -ms-transition: all 2s ease; 1098 -moz-transition: all 2s ease; 1099 -webkit-transition: all 2s ease; 1100 transition: all 2s ease; 1101} 1102.elementor-post-navigation .elementor-post-navigation__link:last-child{ 1103 border-left:2px solid #fff; 1104} 1105 1106.elementor-post-navigation .elementor-post-navigation__link:hover{ 1107 -moz-transition: all 2s ease; 1108 -webkit-transition: all 2s ease; 1109 transition: all 2s ease;
1110-ms-box-shadow: 0 4px 36px rgb(0 0 0 / 16%); 1111 -moz-box-shadow: 0 4px 36px rgb(0 0 0 / 16%); 1112 -webkit-box-shadow: 0 4px 36px rgb(0 0 0 / 16%); 1113 box-shadow: 0 4px 36px rgb(0 0 0 / 16%); 1114} 1115.elementor-post-navigation__prev.elementor-post-navigation__link { 1116 padding-right: 50px; 1117} 1118.elementor-social-icons-wrapper{ 1119 height: 39px; 1120} 1121.social-share .elementor-social-icons-wrapper .elementor-grid-item:not(:last-child) { display: none !important; 1122 -ms-transition: all 4s ease; 1123 -moz-transition: all 4s ease; 1124 -webkit-transition: all 4s ease; 1125 transition: all 4s ease;} 1126 1127.social-share .elementor-social-icons-wrapper:hover{ 1128 -ms-transition: all 4s ease; 1129 -moz-transition: all 4s ease; 1130 -webkit-transition: all 4s ease; 1131 transition: all 4s ease; 1132} 1133.social-share .elementor-social-icons-wrapper:hover .elementor-grid-item { 1134 display: inline-block !important; 1135 -ms-transition: all 4s ease; 1136 -moz-transition: all 4s ease; 1137 -webkit-transition: all 4s ease; 1138 transition: all 4s ease; 1139} 1140 1141.single-post-sidebar-col { 1142 align-self: start; 1143 position: sticky; 1144 top:35px; 1145} 1146.elementor-8717 .elementor-element.elementor-element-d12e2a3 > .elementor-element-populated { 1147 padding: 0px 25px 0px 0px; 1148} 1149 1150 1151/* responsive */ 1152 1153@media (max-width:767px) { 1154 1155.single-post-sidebar-col { 1156 z-index: 999; 1157 margin-bottom: 30px !important; 1158} 1159 1160 .header-search .elementor-search-form__container { 1161 max-width: 100%; 1162} 1163.header-right-col .elementor-widget-wrap.elementor-element-populated { 1164 display: flex !important; 1165 justify-content: center; 1166 row-gap: 10px; 1167} 1168.logos-section:before { 1169 content: ""; 1170 background: url(https://machinelearningplus.com/wp-content/uploads/2021/04/shap-img.svg); 1171 position: absolute; 1172 left: 0; 1173 top: -60px; 1174 width: 100%; 1175 padding: 53px 0; 1176 background-repeat: no-repeat; 1177 background-size: contain; 1178 background-position: center center; 1179} 1180 .banner-section:after{ 1181 display: none; 1182 } 1183 .elementor-post-navigation__prev { 1184 padding: 35px 15px 50px 30px; 1185 } 1186 .elementor-post-navigation__next{ 1187 padding: 35px 30px 50px 15px; 1188 } 1189 1190 1191 1192 1193} 1194 1195@media screen and (max-width:1194px) { 1196.elementor-6973 .elementor-element.elementor-element-4b77f4e9 { 1197 padding: 50px 0px 0px 0px !important; 1198} 1199} 1200 1201@media (min-width:768px) and (max-width:1025px) { 1202 .header-menu { 1203 position: absolute; 1204 right: 0px; 1205 top: 8px; 1206 } 1207 .instructor-row .elementor-column{ 1208 margin-bottom: 20px; 1209 } 1210 1211} 1212 1213@media screen and (max-width:991px){ 1214 .background-shape .elementor-image:before { 1215 content: ""; 1216 width: 234px; 1217 height: 400px; 1218 background: #051E50; 1219 position: absolute; 1220 z-index: 0; 1221 left: 0; 1222 top: -40px; 1223} 1224 .testimonial-custom .elementor-main-swiper.swiper-container.swiper-container-initialized.swiper-container-horizontal:before { 1225 width: 70%; 1226 bottom:60px; 1227} 1228 .testimonial-custom .elementor-main-swiper.swiper-container.swiper-container-initialized.swiper-container-horizontal:after { 1229 top: 0px; 1230} 1231 .steps-col .elementor-heading-title { 1232 width: 120px; 1233 height: 120px; 1234 border: 2px dashed #EFEFEF; 1235 display: inline-block; 1236 border-radius: 100%; 1237 text-align: center; 1238 font-size: 80px; 1239 line-height: 114px; 1240 color: #F1F1F1; 1241} 1242} 1243 1244 1245 1246 1247@media screen and (max-width:768px){ 1248 .testimonial-custom .elementor-main-swiper.swiper-container.swiper-container-initialized.swiper-container-horizontal:before { 1249/* width: 597px; 1250 bottom: -30px; */ 1251} 1252 .steps-col .elementor-heading-title { 1253 width: 120px; 1254 height: 120px; 1255 border: 2px dashed #EFEFEF; 1256 display: inline-block; 1257 border-radius: 100%; 1258 text-align: center; 1259 font-size: 80px; 1260 line-height: 114px; 1261 color: #F1F1F1; 1262} 1263 .banner-section:after{ 1264 display: none; 1265 } 1266 .testimonial-custom .elementor-main-swiper.swiper-container.swiper-container-initialized.swiper-container-horizontal:after{ 1267 display: none; 1268 } 1269 .elementor-button.elementor-size-md { 1270 padding: 15px 10px; 1271 } 1272} 1273 1274@media screen and (max-width:767px) { 1275.elementor-6973 .elementor-element.elementor-element-6408b792:not(.elementor-motion-effects-element-type-background) > .elementor-widget-wrap, .elementor-6973 .elementor-element.elementor-element-64
127508b792 > .elementor-widget-wrap > .elementor-motion-effects-container > .elementor-motion-effects-layer { 1276 background-size: cover !important; 1277} 1278 .elementor-6973 .elementor-element.elementor-element-3071c5c2:not(.elementor-motion-effects-element-type-background) > .elementor-widget-wrap, .elementor-6973 .elementor-element.elementor-element-3071c5c2 > .elementor-widget-wrap > .elementor-motion-effects-container > .elementor-motion-effects-layer { 1279 1280 background-size: cover; 1281} 1282 .elementor-6973 .elementor-element.elementor-element-535710ae:not(.elementor-motion-effects-element-type-background) > .elementor-widget-wrap, .elementor-6973 .elementor-element.elementor-element-535710ae > .elementor-widget-wrap > .elementor-motion-effects-container > .elementor-motion-effects-layer { 1283 background-size: cover; 1284} 1285 .elementor-6973 .elementor-element.elementor-element-69566e64:not(.elementor-motion-effects-element-type-background) > .elementor-widget-wrap, .elementor-6973 .elementor-element.elementor-element-69566e64 > .elementor-widget-wrap > .elementor-motion-effects-container > .elementor-motion-effects-layer { 1286 background-size: cover; 1287} 1288 .elementor-6973 .elementor-element.elementor-element-1e8f06cb:not(.elementor-motion-effects-element-type-background) > .elementor-widget-wrap, .elementor-6973 .elementor-element.elementor-element-1e8f06cb > .elementor-widget-wrap > .elementor-motion-effects-container > .elementor-motion-effects-layer { 1289 background-size: cover; 1290} 1291 .elementor-6973 .elementor-element.elementor-element-23321869:not(.elementor-motion-effects-element-type-background) > .elementor-widget-wrap, .elementor-6973 .elementor-element.elementor-element-23321869 > .elementor-widget-wrap > .elementor-motion-effects-container > .elementor-motion-effects-layer { 1292 background-size: cover; 1293} 1294 .elementor-6973 .elementor-element.elementor-element-16fd2378 { 1295 margin-top: 0px !important; 1296} 1297 .steps-col .elementor-heading-title { 1298 width: 100px; 1299 height: 100px; 1300 line-height: 100px; 1301 } 1302 1303 .reverse-sec .elementor-container.elementor-column-gap-default { 1304 display: flex; 1305 flex-direction: column-reverse; 1306} 1307.background-shape .elementor-image { 1308 padding-bottom: 85px; 1309 position: relative; 1310} 1311 1312.background-shape .elementor-image:before { 1313 content: ""; 1314 width: 234px; 1315 height: 100%; 1316 position: absolute; 1317 bottom: 0; 1318 width: 70%; 1319 left: -20px; 1320} 1321 1322 .elementor-button.elementor-size-md { 1323 padding: 15px 0px; 1324 } 1325 .header-right-col .elementor-widget-wrap.elementor-element-populated>div { 1326 margin-left:15px; 1327 width: 100% !important; 1328} 1329 .testimonial-custom .elementor-main-swiper.swiper-container.swiper-container-initialized.swiper-container-horizontal:before { 1330 width:70%; 1331 bottom: 100px; 1332 border-radius: 21px; 1333 height: 220px; 1334} 1335 1336.banner-animation { 1337 max-width: 290px; 1338 margin: 0 auto; 1339} 1340 .brand-logos-row .elementor-container>div { 1341 width: auto !important; 1342 margin-right: 8px; 1343 margin-bottom: 10px; 1344} 1345 1346.btn-column { 1347 width: auto !important; 1348 margin-left: 10px; 1349} 1350.header-search-col { 1351 width: calc(100% - 15px) !important; 1352 margin-left:7px; 1353 display: none !important; 1354} 1355 1356.testimonial-custom .elementor-swiper-button-prev { 1357 margin-left: -10px; 1358} 1359.testimonial-custom .elementor-swiper-button-next { 1360 margin-right: -10px; 1361} 1362body.single h2 { 1363 font-size: 24px; 1364} 1365 1366} 1367@media screen and (max-width: 500px){ 1368/* .elementor-post-navigation__link a { 1369 padding: 25px 10px 25px; 1370} */ 1371.elementor-post-navigation__prev { 1372 padding: 25px 5px 30px 15px; 1373} 1374.elementor-post-navigation__next{ 1375 padding: 25px 15px 30px 5px; 1376} 1377.post-navigation__arrow-wrapper { 1378 bottom: 5px; 1379 left: 10px; 1380} 1381span.post-navigation__arrow-wrapper.post-navigation__arrow-next { 1382 right: 10px; 1383} 1384.elementor-8717 .elementor-element.elementor-element-7d40038 .elementor-search-form__input, .elementor-8717 .elementor-element.elementor-element-7d40038.elementor-search-form--button-type-text .elementor-search-form__submit { 1385 height: auto; 1386 padding: 10px; 1387} 1388 .elementor-8717 .elementor-element.elementor-element-50257ec { 1389 padding: 10px 5px 0px 5px; 1390 } 1391.elementor-8717 .elementor-element.elementor-element-254045d > .elementor-element-populated{ 1392 padding: 0; 1393} 1394.single-post blockquote { 1395 margin: 0 0 1.5em 15px; 1396 padding: 10px; 1397} 1398.author-part .elementor-author-box__avatar img { 1399 width: 125px; 1400 height: 125px; 1401} 1402.author-part .elementor-author-box__avatar { 1403 display: block; 1404 width: 100%; 1405 margin: 0 0 15px; 1406 text-align: center 1407} 1408.author-part{ 1409 padding: 20px 15px; 1410} 1411 1412.author-part .elementor-author-box, 1413.code-form .elementor-search-form__container{ 1414 -moz-flex-direction: column; 1415 -ms-flex-direction: column; 1416 -webkit-flex-direction: column; 1417 flex-direction: column; 1418} 1419 .author-part .elementor-author-box__text { 1420 width: 100%; 1421 text-align: center; 1422 } 1423 1424} 1425 1426@media screen and (max-width: 360px){ 1427.elementor-6973 .elementor-element.elementor-element-16fd2378 { 1428 margin-top: 0px; 1429} 1430.header-search-col { 1431 width: calc(100% - 142px) !important; 1432} 1433 1434} 1435@media screen and (max-width: 355px){ 1436input.sib-default-btn-footer { 1437 padding: 15px 15px; 1438} 1439 #sib_signup_form_3 { 1440 overflow: hidden; 1441} 1442 input.sib-default-btn { 1443 padding: 15px 7px !important; 1444 margin: 0px !important; 1445} 1446} 1447 1448.left-bar .elementor-toc__body > ul > li > div > a { 1449 padding: 10px 20px 10px 17px; 1450} 1451 1452a.elementor-toc__list-item-text.elementor-toc__top-level.elementor-item-active { 1453 border-bottom: 1px solid rgb(255 133 12) !important; 1454 color: rgb(255 133 12) !important; 1455} 1456 1457 1458 1459 1460/* .single-post .elementor-author-box__bio { 1461 color: #303030 !important; 1462 font-weight: 400 !important; 1463 font-size: 16px !important; 1464} */ 1465 1466.single-post span.elementor-post-navigation__link__prev span.post-navigation__prev--label, 1467 1468.single-post span.elementor-post-navigation__link__next 1469 span.post-navigation__next--label{ 1470 text-transform: capitalize; 1471} 1472 1473.single-post span.post-navigation__prev--title, 1474.single-post span.post-navigation__next--title{ 1475 line-height: 24px; 1476} 1477 1478 1479.sidebar-product a { 1480 background: #FF850C; 1481 padding: 6px 20px; 1482 color: #fff !important; 1483 font-size: 16px !important; 1484 font-weight: 500 !important; 1485 font-family: "Raleway", Sans-serif !important; 1486 border-radius: 5px; 1487 display: inline-block; 1488 margin-top: 15px; 1489 border: 1px solid #FF850C; 1490 width:100%; 1491 1492} 1493 1494.sidebar-product a:after{ 1495 content: '';
1496 background: url(https://machinelearningplus.com/wp-content/uploads/2021/04/long-arrow-icon.svg); 1497 width: 21px; 1498 height: 12px; 1499 display: inline-block; 1500 background-repeat: no-repeat; 1501 vertical-align: middle; 1502 margin-left: 10px; 1503} 1504 1505.sidebar-product a:hover { 1506 background: #F8F9FA; 1507 color: #FF850C !important; 1508} 1509.sidebar-product a:hover:after { 1510 background: url(https://machinelearningplus.com/wp-content/uploads/2021/04/long-arrow.svg); 1511} 1512 1513.author-part .elementor-author-box { 1514 align-items: flex-start; 1515} 1516.broken_link, a.broken_link { 1517 text-decoration: underline; 1518} 1519 1520.collapseomatic { 1521 color: #ff850c; 1522} 1523.collapseomatic{ 1524 color: #ff850c; 1525 border-bottom: 1px solid #ff850c; 1526 display: inline-block; 1527 padding-bottom: 0; 1528 margin-bottom: 20px; 1529 background-image: none !important; 1530 padding-left: 0 !important; 1531 text-decoration: none; 1532} 1533.collapseomatic:after { 1534 margin-left: 8px; 1535 font-weight: 500; 1536 font-family: "Font Awesome 5 Free"; 1537 font-weight: 900; 1538 content: "\f105"; 1539 vertical-align:middle; 1540} 1541.collapseomatic.colomat-close:after{ 1542 content: "\f107"; 1543} 1544.collapseomatic_content { 1545 margin-left: 0; 1546} 1547ol.ast-comment-list { 1548 background-color: #f8f9fa; 1549 padding: 20px; 1550} 1551.ast-comment-cite-wrap { 1552 color: #051E50; 1553 font-size: 18px; 1554 text-transform: capitalize; 1555} 1556.ast-comment-time { 1557 text-transform: none; 1558 color: #363636; 1559 font-size: 14px; 1560} 1561.ast-comment-time a{ 1562 color: #363636; 1563} 1564.ast-comment-avatar-wrap img { 1565 border-radius: 100%; 1566} 1567.ast-comment-edit-reply-wrap a { 1568 color: #ff850c; 1569} 1570 1571div#respond input#submit { 1572 background-color: #ff850c; 1573 border-radius: 5px; 1574} 1575 1576div#comments h3.comments-title { 1577 font-weight: 700 !important; 1578 font-size: 20px !important; 1579} 1580div#comments h3.comments-title:before { 1581 content: ''; 1582 background-image: url(https://machinelearningplus.com/wp-content/uploads/2021/05/comment-icon.jpg); 1583 width: 65px; 1584 height: 65px; 1585 display: inline-block; 1586 background-repeat: no-repeat; 1587 background-color: #dae6fd; 1588 border-radius: 100%; 1589 text-align: center; 1590 line-height: 100px; 1591 background-position: center center; 1592 float: left; 1593 margin-right: 20px; 1594} 1595 1596.category .elementor-icon-list-item a{ 1597 top:3px; 1598 position:relative; 1599 display: inline-block !important; 1600 margin-bottom: 5px; 1601 padding: 4px 15px 2px 15px; 1602} 1603 1604.category span.elementor-post-info__terms-list { 1605 font-size: 0; 1606} 1607.category span.elementor-post-info__terms-list a { 1608 font-size: 15px; 1609 margin-right: 10px; 1610} 1611 1612.single-post span.elementor-icon-list-text.elementor-post-info__item.elementor-post-info__item--type-author { 1613 padding-left: 0px !important; 1614} 1615 1616.social-share .elementor-social-icons-wrapper.elementor-grid{ 1617 display: flex; 1618 column-gap: 10px; 1619 justify-content: flex-end; 1620} 1621 1622.single-post .gcard { 1623 display: none; 1624} 1625.single-post .grav-tilt { 1626 display: none; 1627} 1628 1629 1630aside.widget_nav_menu h2.widget-title { 1631 background: #f2f2f2; 1632 font-size: 20px; 1633 padding: 15px 15px; 1634 font-weight: 600; 1635 color: #000; 1636} 1637 1638 1639@media (min-width:1200px){ 1640 .single-post ul.elementor-inline-items.elementor-icon-list-items.elementor-post-info { 1641 width: 600px; 1642 } 1643} 1644 1645 1646.blog-page>.elementor-container.elementor-column-gap-default { 1647 padding-left: 15px; 1648 padding-right: 25px; 1649} 1650 1651 1652.elementor-location-header button.elementor-search-form__submit { 1653 background: url(https://machinelearningplus.com/wp-content/uploads/2021/05/search-icon1.png); 1654 background-repeat: no-repeat; 1655 background-position: center center; 1656} 1657 1658.elementor-location-header button.elementor-search-form__submit i { 1659 visibility: hidden; 1660} 1661 1662 1663div#sib-container { 1664 max-width: 100% !important; 1665} 1666.sib-form { 1667 padding: 0 !important; 1668} 1669 1670#sib-container { 1671 background: none !important; 1672 margin: 0 auto; 1673 padding: 0 !important; 1674 display: inline-block; 1675 width: 100%; 1676 border: 0 !important; 1677} 1678 1679form#sib-form div { 1680 padding: 0 !important; 1681 margin: 0 !important; 1682} 1683 1684.sib-form .input { 1685 box-shadow: none; 1686 min-width: 1px; 1687 padding: 0; 1688 font-family: "Raleway", Sans-serif !important; 1689 font-size: 18px !important; 1690 font-weight: 400 !important; 1691 height: 52px !important; 1692 border-radius: 6px; 1693 border: 1px solid #ff850c !important; 1694 padding-left: 15px !important; 1695 color: #494949 !important; 1696 background: #fff !important; 1697} 1698.sib-form .entry__field { 1699 border: 0 !important; 1700 border-radius: 0px !important; 1701 background: none !important; 1702 outline: 0 !important; 1703 box-shadow: none !important; 1704} 1705.footer-subscribe .sib-form .input{ 1706 border: 0 !important; 1707} 1708 1709form#sib-form { 1710 position: relative; 1711} 1712.newsletter-code-ui .sib-form .input { 1713 border: 0 !important; 1714} 1715.newsletter-code-ui .sib-form-block__button { 1716 top: 0; 1717} 1718 1719.single-right-sidebar nav ul{ 1720 padding: 0; 1721 margin: 0; 1722} 1723.single-right-sidebar nav ul li { 1724 list-style: none; 1725 border-style: solid; 1726 border-width: 0px 0px 1px 0px; 1727 padding: 15px 15px 15px 15px; 1728 border-color: #D8D8D866; 1729} 1730.single-right-sidebar nav ul li a { 1731 color: #494949; 1732} 1733 1734.ada-design h3.elementor-image-box-title { 1735 color: #000 !important; 1736 margin-top: 20px; 1737 font-size: 20px; 1738 font-family: "Raleway", Sans-serif !important; 1739 font-weight: 700 !important; 1740} 1741.ada-design p.elementor-image-box-description { 1742 color: #494949; 1743 font-size: 15px; 1744 font-family: "Raleway", Sans-serif !important; 1745 font-weight: 500 !important; 1746} 1747.ada-design .elementor-image-box-wrapper { 1748 padding: 20px 10px; 1749} 1750 1751.footer-subscribe .sib-form-block__button { 1752 min-width:100px; 1753 text-align:center !important; 1754 top:0px; 1755} 1756.footer-subscribe .sib-form-block__button { 1757 display: inline-block; 1758 padding: 8px 18px; 1759 border: none; 1760 overflow-wrap: break-word; 1761 max-width: 100%; 1762 cursor: pointer; 1763 position: absolute; 1764 top: 0px; 1765 right: 0; 1766 height: 52px; 1767 border-radius: 0 6px 6px 0 !important; 1768 background-color: #FF850C !important; 1769 font-family: "Raleway", Sans-serif !important; 1770 font-size: 18px !important; 1771 font-weight: 500 !important; 1772} 1773.sib-form-block__button { 1774 padding: 8px 18px; 1775 border: none; 1776 overflow-wrap: break-word; 1777 max-width: 100%; 1778 cursor: pointer; 1779 height: 52px; 1780 border-radius: 6px !important; 1781 background-color: #FF850C !important; 1782 font-family: "Raleway", Sans-serif !important; 1783 font-size: 18px !important; 1784 font-weight: 500 !important; 1785} 1786.similar-articles-section h3.elementor-post__title{ 1787 margin: 30px 0 50px !important; 1788} 1789 1790.similar-articles-section .elementor-post__text{ 1791 padding-top: 40px !important; 1792 padding-bottom: 50px !important; 1793} 1794 1795.similar-articles-section h3.elementor-post__title a { 1796 font-size: 18px !important; 1797} 1798 1799.similar-articles-section .elementor-post__meta-data { 1800 position: absolute; 1801 bottom: 20px; 1802} 1803.similar-articles-section { 1804 padding-top: 0px !important; 1805 padding-bottom: 0px !important; 1806} 1807.similar-articles-section article.elementor-post { 1808 transition:all ease-in-out 0.2s; 1809} 1810.similar-articles-section article.elementor-post:hover{ 1811 box-shadow: 0 15px 30px rgb(0 0 0 / 8%), 0 10px 15px rgb(0 0 0 / 12%) !important; 1812 transform: translateY(-5px); 1813} 1814 1815/* 1816.single .pingback { 1817 display: none; 1818} 1819*/ 1820.banner-icon-list svg { 1821 vertical-align: middle; 1822} 1823.mb-p-0 p{ 1824 margin-bottom:0px; 1825} 1826 1827.course-trained-row .elementor-container>div{ 1828 border-right: 1px solid rgb(255 255 255 / 30%) !important; 1829 margin-right: 30px; 1830} 1831.course-trained-row .elementor-container>div:last-child{ 1832 border-right: 0px !important; 1833 margin-right:0px; 1834} 1835.what-learn-row .elementor-container>div { 1836 box-shadow: 0 0 41px #eee; 1837 margin: 15px; 1838 padding: 20px; 1839 border-radius: 4px; 1840} 1841.no-icon-box { 1842 width: 50px !important; 1843 height: 50px !important; 1844 background: #051E50; 1845 display: inline-block !important; 1846 text-align: center; 1847 line-height: 50px !important; 1848 border-radius: 50px; 1849 position: absolute; 1850 left: 0; 1851 top: 0; 1852 margin-bottom: 0px !important; 1853} 1854.what-learn-row .elementor-container>div .elementor-widget-wrap { 1855 padding-left: 70px !important; 1856} 1857.no-icon-box h3 { 1858 margin-bottom: 0px !important; 1859 line-height:46px; 1860} 1861.what-learn-row .elementor-container { 1862 margin: 0 -15px; 1863} 1864.limit-offer svg{ 1865 vertical-align:middle; 1866} 1867.course-price h2 span { 1868 color: #494949; 1869 font-size: 15px; 1870 margin-left: 5px; 1871 font-weight: 400; 1872} 1873.course-listing svg { 1874 vertical-align: middle; 1875} 1876 1877.course-right-sidebar { 1878 margin-top: -430px; 1879 background: #fff; 1880 height: 100%; 1881 box-shadow: 0 0 74px rgb(5 30 80 / 10%); 1882 border-radius: 4px 4px 6px 6px; 1883 margin-left: 20px; 1884 margin-right: 35px; 1885} 1886 1887.course-side-video .elementor-wrapper.elementor-open-lightbox { 1888 background: #051e50; 1889} 1890.course-side-video .elementor-custom-embed-image-overlay img { 1891 opacity: 0; 1892} 1893 1894.banner-icon-list ul li span.elementor-icon-list-icon:before { 1895 content: '';
1896 background: url(https://machinelearningplus.com/wp-content/uploads/2021/05/notifi.png); 1897 width: 16px; 1898 height: 16px; 1899 display: inline-block; 1900 background-position: center; 1901 background-repeat: no-repeat !important; 1902 background-size: 14px !important; 1903 vertical-align: middle; 1904} 1905.banner-icon-list span.elementor-icon-list-icon svg { 1906 display: none; 1907} 1908.banner-icon-list ul li:nth-child(2) span.elementor-icon-list-icon:before { 1909 background: url(https://machinelearningplus.com/wp-content/uploads/2021/05/globe.png); 1910 1911} 1912.banner-icon-list ul li:nth-child(3) span.elementor-icon-list-icon:before { 1913 background: url(https://machinelearningplus.com/wp-content/uploads/2021/05/cc-icon.png); 1914 1915} 1916 1917 1918 1919 1920.course-faq .elementor-tab-title{ 1921 border-radius: 6px; 1922} 1923.course-faq .elementor-tab-content { 1924 box-shadow: 0 10px 41px #eee; 1925 border-radius: 0 0 6px 6px; 1926} 1927.course-faq .elementor-tab-title.elementor-active { 1928 border-radius: 6px 6px 0 0; 1929} 1930.course-faq .elementor-tab-title i { 1931 font-size: 20px !important; 1932} 1933 1934.course-breadcrumb ul { 1935 padding: 0; 1936 margin: 0; 1937} 1938.course-breadcrumb ul li { 1939 list-style: none; 1940 display: inline-block; 1941 vertical-align: middle; 1942 margin-right: 20px; 1943} 1944.course-breadcrumb ul li a { 1945 color: #fff; 1946 font-size: 14px; 1947 font-weight: 400; 1948 font-family: "Raleway", Sans-serif; 1949} 1950.course-breadcrumb ul li a:after { 1951 content: '\f054'; 1952 margin-left: 10px; 1953 font-family: "Font Awesome 5 Free"; 1954 font-weight: 900; 1955 font-size: 10px; 1956} 1957.course-breadcrumb ul li:last-child a:after { 1958 display: none; 1959} 1960 1961.course-curriculum .elementor-tab-title{ 1962 border-radius: 6px; 1963} 1964.course-curriculum .elementor-tab-content { 1965 box-shadow: 0 10px 41px #eee; 1966 border-radius: 0 0 6px 6px; 1967} 1968.course-curriculum .elementor-tab-title.elementor-active { 1969 border-radius: 6px 6px 0 0; 1970} 1971.course-curriculum .elementor-accordion-item { 1972 margin-bottom: 20px; 1973} 1974 1975 1976.course-curriculum .elementor-accordion-icon-closed i, .course-curriculum .elementor-accordion-icon-opened i { 1977 font-size: 20px !important; 1978} 1979 1980.course-curriculum a.elementor-accordion-title:before { 1981 content: ''; 1982 font-family: "Font Awesome 5 Free"; 1983 font-weight: 900; 1984 content: "\f067"; 1985 margin-right: 15px; 1986} 1987 1988.accordin-row { 1989 display: flex; 1990 justify-content: space-between; 1991 align-items: center; 1992 margin-bottom: 10px; 1993} 1994.ac-course-title { 1995 display: flex; 1996} 1997.ac-course-info { 1998 display: flex; 1999 align-items: center; 2000 width: 30%; 2001 justify-content: flex-end; 2002 column-gap: 50px; 2003} 2004.ac-course-title i { 2005 background: #051e50; 2006 display: inline-block; 2007 width: 26px; 2008 height: 26px; 2009 text-align: center; 2010 line-height: 26px; 2011 color: #fff; 2012 border-radius: 50px; 2013 font-size: 11px; 2014 margin-right: 15px; 2015 cursor: pointer; 2016} 2017 2018.video-preview { 2019 color: #ff850c; 2020 font-size: 18px; 2021 font-weight: 500; 2022 cursor:pointer; 2023} 2024.video-time { 2025 color: #494949; 2026 font-size: 18px; 2027 font-weight: 500; 2028} 2029 2030.ac-course-title h3 { 2031 color: #494949 !important; 2032 font-weight: 500 !important; 2033} 2034 2035 2036.course-skills-tab span { 2037 background: #fff4d3; 2038 display: inline-block; 2039 padding: 0 4px; 2040 margin-bottom: 5px; 2041 color: #494949; 2042 font-family: "Raleway", Sans-serif; 2043 font-size: 16px; 2044 font-weight: 500; 2045} 2046.instructor-row .elementor-column { 2047 background: #fff; 2048 box-shadow: 0 0 41px #eee; 2049 border-radius: 8px; 2050 padding: 20px; 2051} 2052.instructor-row .elementor-container { 2053 column-gap: 20px; 2054} 2055.instructor-row h3.elementor-icon-box-title { 2056 margin-bottom: 0 !important; 2057} 2058 2059.rec-courses{ 2060 box-shadow: 0 5px 20px rgb(0 0 0 / 15%); 2061 padding: 25px 25px 0; 2062} 2063.rec-courses span.rec-tags { 2064 display: inline-block; 2065 border: 1px solid #ff850c; 2066 padding: 2px 10px 0; 2067 border-radius: 4px; 2068 color: #ff850c; 2069 margin-bottom: 10px; 2070 font-size: 12px; 2071 font-family: "Raleway", Sans-serif; 2072 font-weight: 500; 2073} 2074.rec-courses h3 { 2075 font-size: 22px !important; 2076 margin-top: 10px; 2077} 2078.rec-courses p { 2079 font-size: 14px; 2080 font-weight: 500; 2081 margin-bottom: 10px; 2082 color: #494949; 2083 font-family: "Raleway", Sans-serif; 2084} 2085 2086.rec-time { 2087 border-top: 2px solid #eee; 2088 margin-top: 15px; 2089 padding-top: 14px; 2090 display: flex; 2091 justify-content: space-between; 2092 font-size: 14px; 2093 font-weight: 500; 2094 margin-bottom: 10px; 2095 color: #494949; 2096 font-family: "Raleway", Sans-serif; 2097} 2098.rec-time span i { 2099 color: #ffd762; 2100 margin-right: 5px; 2101} 2102 2103a.start-learning-btn { 2104 background: #ff850c; 2105 width: 100%; 2106 display: block; 2107 padding: 13px 15px; 2108 text-align: center; 2109 color: #fff; 2110 font-size: 16px; 2111 font-weight: 500; 2112} 2113 2114.start-btn-row{ 2115 margin: 25px -25px 0; 2116} 2117.rec-courses-slider .owl-nav i { 2118 color: #bad0fc; 2119 font-size: 30px; 2120} 2121.rec-courses-slider button.owl-next { 2122 margin-left:20px; 2123} 2124.rec-courses-slider .owl-nav { 2125 margin-top: 10px; 2126 padding-left: 25px; 2127} 2128.rec-courses-slider .owl-dots { 2129 display: none; 2130} 2131 2132.rec-courses-slider .owl-item { 2133 padding:30px 20px; 2134} 2135 2136.rec-courses-slider .owl-stage-outer { 2137/* padding: 10px; */ 2138} 2139 2140.rec-courses-slider{ 2141 margin-left:-18px; 2142} 2143 2144 2145@media (min-width:1200px){ 2146 .course-right-sidebar { 2147 max-width: 353px; 2148 } 2149} 2150 2151iframe#jetpack_remote_comment {
2152/* height: auto !important; */ 2153} 2154 2155aside#ajaxsearchlitewidget-4 h2.widget-title { 2156 display: none; 2157} 2158#ajaxsearchlite1 .probox, div.asl_w .probox { 2159 background-color: #ff850c !important; 2160 background-image: none; 2161 2162} 2163.promagnifier { 2164 background-color: #ff850c !important; 2165 background-image: none !important; 2166 border-radius: 0px 4px 4px 0!important; 2167 border-left: 1px solid #ffc387 !important; 2168} 2169div#ajaxsearchlite1 { 2170 border: 1px solid #ff850c; 2171 border-radius: 5px; 2172} 2173#ajaxsearchlite1 .probox, div.asl_w .probox { 2174 height: 40px; 2175} 2176div.asl_w .probox .promagnifier { 2177 height: 40px; 2178 width: 45px; 2179} 2180div.asl_r.vertical { 2181 padding: 3px; 2182 background: #ff850c; 2183} 2184#ajaxsearchlite1 .probox .proinput input, div.asl_w .probox .proinput input { 2185 font-family: "Raleway", Sans-serif !important; 2186 font-size: 14px !important; 2187 color: #fff !important; 2188 margin-top: 4px !important; 2189} 2190.proclose { 2191 margin-top: 4px !important; 2192} 2193 2194div.asl_m .probox .promagnifier .innericon svg, div.asl_m .probox .prosettings .innericon svg, div.asl_m .probox .proloading svg{ 2195 width: 26px; 2196} 2197 2198 2199.single-post .des-sec table { 2200 width: 100% !important; 2201 overflow-x: auto; 2202 display: table; 2203 word-break: break-word; 2204} 2205.single-post .des-sec table tr th, .single-post .des-sec table tr td { 2206 min-width: 50px; 2207 font-size: 14px; 2208} 2209 2210div#___gcse_0 input.gsc-input, 2211div#___gcse_0 .gsc-input-box, 2212div#___gcse_0 .gsc-input-box-hover, 2213div#___gcse_0 .gsc-input-box-focus{ 2214 border-color: #FF850C !important; 2215 border-radius: 4px 0 0 4px !important; 2216} 2217div#___gcse_0 button.gsc-search-button{ 2218 border-radius: 0 4px 4px 0 !important; 2219 padding: 11px 13px !important; 2220 border: 0 !important; 2221} 2222 2223@-moz-document url-prefix() { 2224 div#___gcse_0 button.gsc-search-button{ 2225 padding: 11.4px 13px !important; 2226 } 2227} 2228 2229 2230div#___gcse_0 button.gsc-search-button svg { 2231 width: 22px !important; 2232 height: 22px !important; 2233 position: relative; 2234 top: 1px; 2235} 2236div#___gcse_0 input#gsc-i-id1 { 2237 font-weight: 500 !important; 2238} 2239div#___gcse_0 form.gsc-search-box { 2240 margin-bottom: 0px !important; 2241} 2242div#___gcse_0 .gsc-control-cse{ 2243 border: 0 !important; 2244} 2245div#___gcse_0 .gsst_a .gscb_a{ 2246 color: #000000; 2247 position: relative; 2248 top: 4px; 2249} 2250 2251div#___gcse_0 .gsc-input-box { 2252 padding-top: 0; 2253 padding-bottom: 0; 2254} 2255div#___gcse_0 table{ 2256 border-color: transparent !important; 2257} 2258div#___gcse_0 .gsib_a { 2259 padding: 6px 9px 6px 9px; 2260} 2261 2262 2263.share__icon { 2264 position: absolute; 2265 width: auto !important; 2266 right: 0; 2267 top: 0; 2268 z-index:5; 2269 cursor:pointer; 2270} 2271.shortcodeforsharing { 2272 display:none; 2273 padding-right: 30px; 2274} 2275.shortcodeforsharing.elementor-item-active { 2276 display: block; 2277} 2278.social-share { 2279 min-height: 37px; 2280} 2281 2282/*Responsive*/ 2283 2284@media(max-width:1024px){ 2285 .course-right-sidebar { 2286 margin-top: 0; 2287 } 2288} 2289 2290@media(max-width:767px){ 2291 .shortcodeforsharing { 2292 padding-right: 0px; 2293 padding-left: 33px; 2294} 2295 .share__icon { 2296 right: auto; 2297} 2298 .single-post .des-sec table { 2299 display: block; 2300 word-break: normal; 2301 } 2302 .shortcodeforsharing .addtoany_shortcode { 2303 text-align: left !important; 2304} 2305 2306 .course-right-sidebar { 2307 margin-right: 20px; 2308 } 2309 .course-trained-row .elementor-container>div { 2310 border-right: 0 !important; 2311 margin-right: 0; 2312 border-bottom: 1px solid rgb(255 255 255 / 30%) !important; 2313 padding-bottom: 15px; 2314 margin-bottom: 15px; 2315} 2316.course-trained-row .elementor-container>div:last-child { 2317 border-bottom: 0 !important; 2318 margin-bottom: 0 !important; 2319 padding-bottom: 0 !important; 2320} 2321.accordin-row { 2322 display: block; 2323 margin-bottom: 20px; 2324} 2325.ac-course-title i{ 2326 float:left; 2327} 2328.ac-course-info { 2329 width: 100%; 2330 justify-content: flex-start; 2331 column-gap: 20px; 2332} 2333.instructor-row .elementor-container { 2334 row-gap:25px; 2335} 2336 2337.ac-course-title h3 { 2338 margin-bottom: 0px !important; 2339} 2340.course-curriculum a.elementor-accordion-title:before { 2341 position: absolute; 2342 left:20px; 2343} 2344.course-curriculum .elementor-tab-title { 2345 padding-left: 50px !important; 2346} 2347.course-faq .elementor-tab-title i { 2348 position: absolute; 2349 left: 13px; 2350} 2351.course-faq .elementor-tab-title { 2352 padding-left: 40px !important; 2353} 2354.rec-courses-slider { 2355 margin-left: 0; 2356} 2357 2358 2359.similar-articles-section .elementor-posts .elementor-post { 2360 position: relative; 2361} 2362.single-post ol { 2363 margin-left: 20px; 2364 word-break: break-word; 2365} 2366.sib-form-block__button { 2367 position: static; 2368 width: 100%; 2369 border-radius: 6px !important; 2370 text-align: center !important; 2371} 2372.elementor-post-navigation { 2373 display: block; 2374} 2375.elementor-post-navigation__prev a { 2376 padding: 10px 10px 40px!important; 2377} 2378.elementor-post-navigation__prev { 2379 padding: 10px !important; 2380 position: relative; 2381} 2382.elementor-post-navigation__next { 2383 padding: 10px !important; 2384 position: relative; 2385} 2386.elementor-post-navigation__next a { 2387 padding: 10px 10px 40px!important; 2388} 2389.elementor-post-navigation .elementor-post-navigation__link:last-child { 2390 border-left: 0; 2391 border-top: 3px solid #fff; 2392}
2393.ast-page-builder-template .comments-area { 2394 padding-left: 0; 2395 padding-right: 0; 2396 margin-top: 1em; 2397 margin-bottom: 0; 2398} 2399.elementor-post-navigation .elementor-post-navigation__link { 2400 width: 100%; 2401} 2402ol.ast-comment-list { 2403 margin-left: 0; 2404} 2405 2406.post-navigation__arrow-wrapper { 2407 bottom: 18px !important; 2408 left: auto !important; 2409 right: 10px !important; 2410} 2411span.post-navigation__arrow-wrapper.post-navigation__arrow-next { 2412 right: auto !important; 2413 left:10px !important; 2414} 2415 2416 2417} 2418.widget { 2419 margin: 0 0 0 0; 2420} 2421 2422a.elementor-toc__list-item-text.elementor-item-active { 2423 color: rgb(255 133 12) !important; 2424} 2425 2426.shortcodeforsharing .addtoany_shortcode { 2427 text-align: right; 2428} 2429 2430.gcse-search-input__wrapper { 2431 margin-top: 7px!important; 2432 outline: 0!important; 2433 font-family: var(--font-sofia); 2434 vertical-align: middle!important; 2435 box-shadow: 0 0 0!important; 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2472} 2473td.gsib_b { 2474 padding: 0; 2475} 2476 2477 2478body.single code.prettyprinted { 2479 background: #F8F9FA; 2480 padding: 5px 10px; 2481 color: #051E50; 2482} 2483 2484.elementor-location-footer p { 2485 color: #fff; 2486} 2487 2488 2489 2490/* 18-06-2021 */ 2491 2492 2493 2494 2495.data-science-from input.sib-email-area{ 2496 box-shadow: none; 2497 min-width: 1px; 2498 padding: 0; 2499 font-family: "Raleway", Sans-serif !important; 2500 font-size: 18px !important; 2501 font-weight: 400 !important; 2502 height: 52px !important; 2503 border-radius: 6px; 2504 padding-left: 15px !important; 2505 color: #494949 !important; 2506 background: #fff !important; 2507 outline:none; 2508 width:100% 2509} 2510 2511/* .get-start-btn .elementor-button { 2512 display: inline-block; 2513 padding: 17px 30px; 2514 border: none; 2515 overflow-wrap: break-word; 2516 max-width: 100%; 2517 cursor: pointer; 2518 background-color: #FF850C !important; 2519 font-family: "Raleway", Sans-serif !important; 2520 font-size: 18px !important; 2521 font-weight: 500 !important; 2522 margin-top:10px 2523} 2524 */ 2525 2526.data-science-from .sib_signup_box_inside_2 p {margin-bottom:0!important} 2527 2528.elementor-element-3b58eb1 p { color:#fff!important} 2529 2530 2531.data-science-from .sib_signup_form .sib_loader { 2532 position: absolute; 2533 top: 0; 2534} 2535 2536.data-science-from .sib_msg_disp { 2537 position: absolute; 2538 top: 55px; 2539} 2540 2541.course-author-info { 2542 min-height: 80px; 2543} 2544.course-author-info .elementor-heading-title{ 2545 padding-left:100px; 2546} 2547.course-author-info h3.elementor-heading-title { 2548 padding-top: 20px; 2549} 2550 2551.course-review-img { 2552 position: absolute; 2553 left: 0; 2554 top: 0; 2555} 2556.course-review-img img { 2557 width: 80px; 2558 height: 80px; 2559 border-radius: 100%; 2560} 2561 2562 2563/*Course video popup styling*/ 2564.single-courses .dialog-message.dialog-lightbox-message { 2565 width: 1100px !important; 2566} 2567.course-video-main { 2568 display: flex; 2569 padding: 15px; 2570} 2571.course-video-left { 2572 width: 45%; 2573} 2574.course-video-right { 2575 width: 53%; 2576 margin-left: 30px; 2577} 2578.course-video-left span.video-tag { 2579 font-size: 18px; 2580 font-weight: 500; 2581 color: #053259; 2582 display: inline-block; 2583 margin-top: 30px; 2584} 2585.course-video-left h2 { 2586 color: #494949 !important; 2587 font-size: 25px !important; 2588 margin-top: 5px; 2589} 2590 2591.course-video-right h3{ 2592 color: #494949 !important; 2593 font-weight: 700; 2594 font-size: 22px !important; 2595} 2596.course-video-row { 2597 display: flex; 2598 align-items: center; 2599 margin-bottom: 20px; 2600 border-bottom: 1px solid rgb(112 112 112 / 20%); 2601 padding-bottom: 20px; 2602} 2603.course-video-row .video-sm-thumb { 2604 width: 125px; 2605 margin-right: 15px; 2606} 2607.course-video-row .video-title h4 { 2608 color: #494949; 2609 font-weight: 700; 2610 font-size: 16px; 2611} 2612 2613.course-video-list { 2614/* max-height:90vh; 2615 overflow-y: auto; */ 2616} 2617 2618 2619@media (max-width:1024px){ 2620 2621.single-courses .dialog-close-button.dialog-lightbox-close-button { 2622 top: 2px; 2623 right: 22px !important; 2624} 2625 .course-video-main { 2626 display: block; 2627 } 2628 .course-video-left { 2629 width: 100%; 2630 } 2631 .course-video-right{ 2632 width: 100%; 2633 margin-left: 0; 2634 } 2635 2636} 2637 2638@media (max-width:767px){ 2639
2640 body.single code.prettyprinted{ overflow-wrap: anywhere;} 2641 2642 .language-julia span { font-size:13px} 2643 2644} 2645 2646/*Course video popup styling End*/ 2647 2648 2649 2650 2651 2652 2653 2654 2655 2656/* 14-07-2021 */ 2657 2658/* .main-header #menu-1-7ba215f .menu-item:hover .sub-menu, .main-header #menu-1-7ba215f .menu-item .sub-menu .menu-item:hover .sub-menu, .main-header #menu-2-7ba215f .menu-item:hover .sub-menu, .main-header #menu-2-7ba215f .menu-item .sub-menu .menu-item:hover .sub-menu { 2659 display: block; 2660 width: auto; 2661 2662} 2663 2664.main-header #menu-1-7ba215f .menu-item .sub-menu .menu-item .sub-menu, .main-header #menu-2-7ba215f .menu-item .sub-menu .menu-item .sub-menu { display:none} 2665 2666.meta-info-block ul li:last-child .elementor-post-info__item:before { 2667 margin-right: 4px; 2668} 2669 2670.main-header #menu-1-7ba215f .menu-item .sub-menu .menu-item .sub-menu, .main-header #menu-2-7ba215f .menu-item .sub-menu .menu-item .sub-menu { 2671 display: none; 2672 left: 201px; 2673 top: 0; 2674} */ 2675 2676.gsc-search-button-v2 { 2677 height: 45px; 2678 background: #ff850c!important; 2679 border:1px solid #ff850c!important; 2680 margin-left:-2px 2681} 2682 2683.meta-info-block ul li:last-child .elementor-post-info__item::before { 2684 content: 'by'; 2685 margin-right: 5px!important; 2686} 2687 2688/* .main-header .menu-item:before { 2689 position: absolute; 2690 content: "\f078"; 2691 font-family: 'FontAwesome'; 2692 right: 0; 2693 top: 15px; 2694} 2695 2696.main-header .menu-item:hover:before{ color:#ff850c} 2697 2698.main-header .current-menu-item:before{color:#ff850c} 2699 2700 2701.main-header a.elementor-item, .main-header a.elementor-item:hover { 2702 padding: 13px 30px; 2703} 2704 2705.main-header #menu-1-7ba215f .menu-item .sub-menu .menu-item .sub-menu .menu-item:before, .main-header #menu-2-7ba215f .menu-item .sub-menu .menu-item .sub-menu .menu-item:before{ display:none} 2706 2707 2708.main-header .menu-item .sub-menu .menu-item:hover:before{color:#fff!important} 2709 2710.main-header .menu-item .sub-menu .current-menu-item:before{color:#fff!important} 2711 2712 2713.main-header .menu-item .sub-menu .menu-item .elementor-sub-item { 2714 padding: 13px 40px 13px 20px; 2715} 2716 2717.main-header .menu-item .sub-menu .menu-item:before{ right:10px} 2718 */ 2719 2720body{font-family:raleway,Sans-serif; -webkit-font-smoothing: antialiased; 2721-moz-osx-font-smoothing: grayscale;} 2722 2723.dialog-message.animated { 2724 animation-iteration-count: inherit!important; 2725} 2726 2727.featherlight-close { display:none} 2728 2729.ezoic-ad.medrectangle-1133 { 2730 display: none !important; 2731} 2732 2733@media(max-width:1024px){ 2734 2735 .active-nav { 2736 display: block!important; 2737 transform: scale(1)!important; 2738 max-height: inherit!important; 2739 right: 0; 2740 width: 991px; 2741 top: 30px; 2742} 2743 2744 #menu-2-2fb9857, #menu-2-a43f764, #menu-2-69922f5 { 2745 display: none; 2746} 2747 2748} 2749@media(max-width:992px){ 2750 2751 .active-nav { 2752 width: 960px; 2753} 2754 2755} 2756 2757@media(max-width:769px){ 2758 2759 .active-nav { 2760 width: 750px; 2761} 2762 2763} 2764 2765@media(max-width:430px){ 2766 2767 .active-nav { 2768 width: 406px; 2769} 2770 2771} 2772 2773@media(max-width:380px){ 2774 2775 .active-nav { 2776 width: 357px; 2777} 2778 2779} 2780 2781@media(max-width:330px){ 2782 2783 .active-nav { 2784 width: 303px; 2785} 2786 2787} 2788 2789 2790/*Selva Added 29-12-2021*/ 2791.elementor-12606 .elementor-element.elementor-element-7ba215f .elementor-nav-menu--dropdown a, .elementor-12606 .elementor-element.elementor-element-7ba215f .elementor-menu-toggle { 2792 color: #051e50; 2793} 2794 2795/* Nav bar menu - bold */ 2796.elementor-12606 .elementor-element.elementor-element-7ba215f .elementor-nav-menu--dropdown .elementor-item, .elementor-12606 .elementor-element.elementor-element-7ba215f .elementor-nav-menu--dropdown .elementor-sub-item { 2797 font-weight: 700; 2798} 2799 2800/* Nav bar menu title - bold and color */ 2801.elementor-12606 .elementor-element.elementor-element-7ba215f .elementor-nav-menu .elementor-item { 2802 font-weight: 700; 2803 color: #051e50; 2804} 2805 2806/*Remove Disqus Ads*/ 2807div#disqus_thread iframe[sandbox] { 2808 max-height: 0px !important; 2809} 2810 2811/*Selva Changes 30 Aug 2022*/ 2812.elementor-8717 .elementor-element.elementor-element-7c655e1, body { 2813 font-family: 'Helvetical Neue',roboto,inter,"system-ui",arial, raleway, Sans-serif; 2814 font-size: 16px; 2815 line-height: 27px; 2816 font-weight: 400; 2817} 2818 2819p, li { 2820 color: #292929; 2821 letter-spacing: .2px; 2822 word-spacing: 1px; 2823} 2824 2825/*H1 font size*/ 2826.elementor-8717 .elementor-element.elementor-element-400eeba .elementor-heading-title { 2827 font-family: roboto,inter,"system-ui"; 2828 font-size: 2.5em; 2829 letter-spacing: 0.001em; 2830} 2831
2832/*H2 font size*/ 2833body.single h1 { 2834 font-size: 1.65em; 2835 letter-spacing: .005em; 2836} 2837 2838/*H2 font size*/ 2839body.single h2 { 2840 font-size: 2em; 2841 letter-spacing: .005em; 2842} 2843 2844/*Advert para font*/ 2845.new-blog-ads-content2 p, .new-blog-ads-content1 p { 2846 font-family: roboto,inter; 2847} 2848 2849/*Width of ads button*/ 2850.new-blog-ads-button-wrapper a{ 2851 width: 387px; 2852} 2853 2854.new-blog-ads-wrapper.desktop-view{ 2855 background-color: #5396c1; 2856} 2857 2858/*nav bar menu dropdown*/ 2859.elementor-nav-menu a, .elementor-nav-menu a:focus, .elementor-nav-menu a:hover{ 2860 line-height: 8px 2861} 2862 2863.elementor-12606 .elementor-element.elementor-element-7ba215f .elementor-nav-menu--dropdown .elementor-item, .elementor-12606 .elementor-element.elementor-element-7ba215f .elementor-nav-menu--dropdown .elementor-sub-item{ 2864 font-family: roboto,system-ui, raleway,Sans-serif; 2865 font-weight: 400; 2866} 2867 2868/*sidebar menu*/ 2869.single-right-sidebar nav ul li a{ 2870 font-size:13px; 2871 color:#0675c4; 2872 font-family: 'Helvetica Neue',roboto; 2873 line-height:21px; 2874 background: url(wp-content/uploads/2023/01/arrowbullet.png) 0 4px no-repeat; 2875 padding-left: 17px; 2876 float: left; 2877 margin-top: 8px; 2878 width: 100%; 2879 display: block; 2880} 2881 2882.single-right-sidebar nav ul li{ 2883 padding: 5px 15px 5px 15px; 2884 border-width: 0px 0px 0px 0px; 2885} 2886 2887.archive .elementor-location-header, 2888.single-post .elementor-location-header, 2889.page .elementor-location-header { 2890 background-color: #01172b; 2891} 2892.archive .elementor-20698 .elementor-element.elementor-element-7ba215f .elementor-nav-menu--main .elementor-item, 2893.page .elementor-20698 .elementor-element.elementor-element-7ba215f .elementor-nav-menu--main .elementor-item, 2894.single-post .elementor-20698 .elementor-element.elementor-element-7ba215f .elementor-nav-menu--main .elementor-item { 2895 color: #fff; 2896} 2897.archive .elementor-20698 .elementor-element.elementor-element-55191bc8 .elementor-button, 2898.page .elementor-20698 .elementor-element.elementor-element-55191bc8 .elementor-button, 2899.single-post .elementor-20698 .elementor-element.elementor-element-55191bc8 .elementor-button { 2900 background-color: #5755d9; 2901} 2902 2903/*selva:2023-04-28*/ 2904.blog-content-wrapper p{ 2905 font-family: "Noto Serif",Figtree,Georgia,'Helvetica Neue',roboto,inter,sans-serif; 2906 font-style: normal; 2907 font-weight: 400; 2908 font-size: 18px; 2909 line-height: 1.7em; 2910 letter-spacing: 0.005em; 2911 color: #292929; 2912} 2913 2914p, li { 2915 font-family: "Noto Serif",Figtree,Georgia,'Helvetica Neue',roboto,inter,sans-serif; 2916} 2917 2918/*Change bg to white*/ 2919.blog-content-wrapper { 2920 background-color: #fff; 2921 border-right: 0px solid #d1d5db; 2922 border-left: 0px solid #d1d5db; 2923} 2924 2925@media only screen and (max-width: 1680px) 2926.blog-content-wrapper { 2927 padding-left: 50px; 2928 padding-right: 30px; 2929} 2930 2931.blog-content-wrapper a{ 2932 color: #0274be!important; 2933} 2934 2935.elementor-8717 .elementor-element.elementor-element-c20fd55:not(.elementor-motion-effects-element-type-background), .elementor-8717 .elementor-element.elementor-element-c20fd55>.elementor-motion-effects-container>.elementor-motion-effects-layer { 2936 background-color: #fff; 2937} 2938 2939.elementor-nav-menu--main .elementor-nav-menu a, .elementor-nav-menu--main .elementor-nav-menu a.highlighted, .elementor-nav-menu--main .elementor-nav-menu a:focus, .elementor-nav-menu--main .elementor-nav-menu a:hover { 2940 padding: 10px 20px; 2941} 2942 2943 2944.blog-content-wrapper h2 { 2945 letter-spacing: -0.5px; 2946 border-bottom: 1px solid #a2a9b1; 2947 margin-bottom: 0.75em; 2948 padding-top: 1.675em; 2949 line-height: 1.375; 2950} 2951 2952td, th { 2953 padding: 4px; 2954 color: #000; 2955 text-align: center; 2956 border-width: 1px 1px 1px 1px; 2957} 2958 2959table, td, th { 2960 border: 1px solid #000000; 2961} 2962 2963/* 2964//Left sidebar 2965.blog-left-sidebar-wrapper ul ul ul li a { 2966 color: #fff; 2967} 2968 2969.blog-left-sidebar-wrapper ul ul li a { 2970 color: #fff; 2971} 2972 2973.blog-left-sidebar-wrapper { 2974 background-color: #374151; 2975 color: #fff; 2976} 2977 2978.blog-right-sidebar-wrapper { 2979 background-color: #374151; 2980 color: #fff; 2981} 2982 2983.blog-right-sidebar-wrapper nav ul li a { 2984 color: #fff; 2985} 2986 2987.blog-right-sidebar-wrapper h5.widget-title { 2988 background: #374151; 2989 color: #fff; 2990} 2991*/ 2992 2993.elementor img { 2994 margin: 50px 0 !important; 2995}</style>
2995<link rel="preconnect" href="https://cdnjs.cloudflare.com" crossorigin><link rel="preconnect" href="https://cdn.jsdelivr.net" crossorigin><link rel="preload" as="font" type="font/woff2" crossorigin href="https://machinelearningplus.com/wp-content/themes/astra-child/fonts/inter/inter-latin.woff2"><link rel="preload" as="image" href="https://machinelearningplus.com/wp-content/uploads/2024/08/mlp-logo-august-1.png"><style>@font-face{ font-family:'Inter';font-style:normal;font-weight:100 900;font-display:swap;src:url('https://machinelearningplus.com/wp-content/themes/astra-child/fonts/inter/inter-latin.woff2') format('woff2');unicode-range:U+0000-00FF,U+0131,U+0152-0153,U+02BB-02BC,U+02C6,U+02DA,U+02DC,U+0304,U+0308,U+0329,U+2000-206F,U+20AC,U+2122,U+2191,U+2193,U+2212,U+2215,U+FEFF,U+FFFD }</style><style>*{margin:0;padding:0;box-sizing:border-box} 2996body{font-family:"Inter",sans-serif;background:#f9fafb} 2997h1{font-family:"Inter",sans-serif;font-weight:800;font-size:64px;line-height:72px;letter-spacing:-.5px;color:#222730} 2998p{font-family:"Inter",sans-serif;font-weight:400;font-size:18px;line-height:26px;color:#3a505f} 2999.full-width{display:flex;flex-wrap:wrap;width:100%} 3000.page-template-template-homepage-2023-v3-1 .ast-container{max-width:100%;padding:0!important} 3001.container{margin:0 auto;width:100%;max-width:1276px} 3002.home-section-one{padding:140px 0 112px 0;background-color:#111126} 3003.home-section-one .container{display:flex;flex-wrap:wrap;justify-content:space-between} 3004.section-one-left-block{width:500px;min-height:380px} 3005.section-one-left-block h1{color:#fff} 3006.section-one-left-block h1 span{background:linear-gradient(94.36deg,#ffb800 -2.42%,#bd57ce 30.96%,#fc7673 58.95%,#5755d9 100.93%);-webkit-background-clip:text;-webkit-text-fill-color:transparent;background-clip:text} 3007.section-one-left-block p{margin-top:20px;font-size:24px;line-height:36px;color:#9CA3AF} 3008.section-one-left-block p span{color:#fff;font-weight:500} 3009.section-one-button-wrapper{margin-top:36px} 3010.section-one-buy-button{padding:12px 16px;width:220px;height:50px;background:#5755D9;border:none;border-radius:8px;font-weight:600;font-size:16px;line-height:24px;text-align:center;color:#fff;text-decoration:none;display:flex;justify-content:center;align-items:center} 3011.section-one-download-button{padding:12px 15px;width:235px;height:50px;border-radius:8px;font-weight:600;font-size:16px;line-height:24px;text-align:center;color:#6B7280;text-decoration:none;margin-left:24px;display:flex;justify-content:center;align-items:center;cursor:pointer;border:1px solid #6B7280} 3012.section-one-right-block{width:564px;position:relative;min-height:380px} 3013.section-one-right-video-outer{width:100%;position:relative;height:358px;max-width:564px} 3014.section-one-right-video-inner-wrapper{position:absolute;left:0;top:0;width:564px;height:358px;background:#1a1a3e;background-repeat:no-repeat;background-size:contain;border-radius:12px;cursor:pointer} 3015#style-nine-header{position:fixed;width:100%;z-index:9999;background-color:transparent} 3016.header{background:transparent;min-height:auto} 3017.header .container{display:flex;flex-wrap:wrap;align-items:center;padding:8px 0;max-width:1276px;justify-content:space-between} 3018.website-logo{width:210px;margin-right:16px;order:1} 3019.website-logo img{max-width:100%;margin-top:0} 3020.course-button-wrapper{width:170px;order:2} 3021.course-button-wrapper a{display:flex;justify-content:center;align-items:center;padding:16px 32px;width:155px;height:40px;background:#5755d9;border:none;border-radius:6px;font-size:16px;color:#fff;text-decoration:none} 3022.top-menu-wrapper-new{order:3;display:flex;align-items:center;width:450px} 3023.top-menu-wrapper-new a{color:#fff;text-decoration:none;font-size:14px;padding:13px 17px} 3024.search-block-wrapper{width:240px;position:relative;order:4} 3025.search-block-wrapper #s{padding:0 15px 0 50px;width:240px;height:36px;background:#fff;border-radius:8px;color:#6B7280;border:none;outline:none;font-family:'Inter';font-size:12px} 3026.login-btn-wrapper{order:5} 3027.login-btn-wrapper a{display:flex;justify-content:center;align-items:center;width:80px;height:36px;background:#5755d9;border-radius:6px;font-size:14px;color:#fff;text-decoration:none} 3028.elementor-nav-menu .sub-menu{display:none;position:absolute;background:#fff;min-width:220px;max-width:320px;box-shadow:0 4px 12px rgba(0,0,0,.15);z-index:9999;padding:8px 0;border-radius:4px;margin-top:0} 3029.elementor-nav-menu .sub-menu .sub-menu{left:100%;top:-8px;margin-left:0} 3030.elementor-nav-menu>li{position:relative;display:inline-block} 3031.elementor-nav-menu li{position:relative}
3032.elementor-nav-menu li:hover>.sub-menu{display:block} 3033.elementor-nav-menu .sub-menu li{padding:0} 3034.elementor-nav-menu .sub-menu a{color:#333;padding:8px 20px;display:block;font-size:13px;line-height:1.4;word-wrap:break-word;white-space:normal} 3035.elementor-nav-menu .sub-menu a:hover{background:#f5f5f5} 3036@media(max-width:767px){ 3037.home-section-one{padding:80px 15px 40px;margin-top:0} 3038.home-section-one .container{flex-direction:column} 3039.section-one-left-block{width:100%;min-height:auto} 3040.section-one-left-block h1{font-size:30px;line-height:38px} 3041.section-one-left-block p{font-size:16px;line-height:24px} 3042.section-one-button-wrapper{flex-direction:column;gap:12px} 3043.section-one-download-button{margin-left:0} 3044.section-one-right-block{width:100%;margin-top:24px} 3045.section-one-right-video-outer{max-width:100%;height:auto;aspect-ratio:564/358} 3046.section-one-right-video-inner-wrapper{width:100%;height:100%;position:absolute} 3047.course-button-wrapper,.search-block-wrapper,.top-menu-wrapper-new{display:none!important} 3048.header-blog{display:none!important} 3049.website-logo{width:140px!important;margin-right:0;height:35px} 3050.website-logo img{max-width:140px!important;width:140px!important;height:auto!important} 3051.header .container{padding:8px 15px;justify-content:space-between} 3052.top-login-btn-wrapper{order:5} 3053img,iframe,video{max-width:100%!important;height:auto} 3054}</style><link href="https://cdn.jsdelivr.net/npm/@fancyapps/[email protected]/dist/fancybox.css" rel="stylesheet" />
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3147 <div class="header-blog full-width"><div class="container full-width"><div class="blog-menu-wrapper"><div data-elementor-type="section" data-elementor-id="21795" class="elementor elementor-21795"><div class="elementor-section-wrap"><section class="elementor-section elementor-top-section elementor-element elementor-element-77d7568 elementor-section-full_width elementor-section-height-default elementor-section-height-default" data-id="77d7568" data-element_type="section" data-e-type="section"><div class="elementor-container elementor-column-gap-no"><div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ef04a09" data-id="ef04a09" data-element_type="column" data-e-type="column"><div class="elementor-widget-wrap elementor-element-populated"><div class="elementor-element elementor-element-1d7983c elementor-nav-menu--indicator-classic elementor-nav-menu--dropdown-tablet elementor-nav-menu__text-align-aside elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu" data-id="1d7983c" data-element_type="widget" data-e-type="widget" data-settings="{"layout":"horizontal","toggle":"burger"}" data-widget_type="nav-menu.default"><div class="elementor-widget-container"><nav role="navigation" class="elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-underline e--animation-fade"><ul id="menu-1-1d7983c" class="elementor-nav-menu"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21043"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Getting Started</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21191"><a href="https://machinelearningplus.com/machine-learning/how-to-formulate-machine-learning-problem/" class="elementor-sub-item menu-link">#1. How to formulate machine learning problem</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21192"><a href="https://machinelearningplus.com/machine-learning/setup-python/" class="elementor-sub-item menu-link">#2. Setup Python environment for ML</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21193"><a href="https://machinelearningplus.com/machine-learning/exploratory-data-analysis-eda/" class="elementor-sub-item menu-link">#3. Exploratory Data Analysis (EDA)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21194"><a href="https://machinelearningplus.com/data-manipulation/how-to-reduce-the-memory-size-of-pandas-data-frame/" class="elementor-sub-item menu-link">#4. How to reduce the memory size of Pandas Data frame</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21195"><a href="https://machinelearningplus.com/machine-learning/missing-data-imputation-how-to-handle-missing-values-in-python/" class="elementor-sub-item menu-link">#5. Missing Data Imputation Approaches</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21196"><a href="https://machinelearningplus.com/machine-learning/interpolation-in-python-how-to-interpolate-missing-data-formula-approaches/" class="elementor-sub-item menu-link">#6. Interpolation in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21197"><a href="https://machinelearningplus.com/machine-learning/mice-imputation/" class="elementor-sub-item menu-link">#7. MICE imputation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23008"><a href="https://machinelearningplus.com/machine-learning/how-to-detect-outliers-using-iqr-and-boxplots/" class="elementor-sub-item menu-link">#8. How to detect outliers using IQR and Boxplots?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23232"><a href="https://machinelearningplus.com/machine-learning/how-to-detect-outliers-with-z-score/" class="elementor-sub-item menu-link">#9. How to detect outliers with z-score</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21044"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Beginners Corner</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21109">
3147<a href="https://machinelearningplus.com/machine-learning/how-to-formulate-machine-learning-problem/" class="elementor-sub-item menu-link">How to formulate machine learning problem</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21110"><a href="https://machinelearningplus.com/machine-learning/setup-python/" class="elementor-sub-item menu-link">Setup Python environment for ML</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21111"><a href="https://machinelearningplus.com/general/what-is-a-data-scientist-roles-responsibilities-skillsets-career-path-and-salary/" class="elementor-sub-item menu-link">What is a Data Scientist?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21112"><a href="https://machinelearningplus.com/general/the-story-of-how-data-scientists-came-into-existence/" class="elementor-sub-item menu-link">The story of how Data Scientists came into existence</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21113"><a href="https://machinelearningplus.com/machine-learning/task-checklist-for-almost-any-machine-learning-project/" class="elementor-sub-item menu-link">Task Checklist for Almost Any Machine Learning Project</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21114"><a href="https://machinelearningplus.com/machine-learning/data-science-roadmap-how-to-become-a-data-scientist/" class="elementor-sub-item menu-link">Data Science Roadmap (2023)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21115"><a href="https://machinelearningplus.com/machine-learning/why-learn-math-behind-machine-learning-and-ai/" class="elementor-sub-item menu-link">Why learn the math behind Machine Learning and AI?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21116"><a href="https://machinelearningplus.com/machine-learning/mistakes-programmers-make-when-starting-machine-learning/" class="elementor-sub-item menu-link">Mistakes programmers make when starting machine learning</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21117"><a href="https://machinelearningplus.com/machine-learning/machine-learning-use-cases-big-list-of-applications-by-vertical-and-industry/" class="elementor-sub-item menu-link">Machine Learning Use Cases</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21118"><a href="https://machinelearningplus.com/python/how-to-deal-with-big-data-in-python/" class="elementor-sub-item menu-link">How to deal with Big Data in Python for ML Projects (100+ GB)?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21119"><a href="https://machinelearningplus.com/machine-learning/main-pitfalls-in-machine-learning-projects/" class="elementor-sub-item menu-link">Main Pitfalls in Machine Learning Projects</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-23890"><a aria-expanded="false" href="https://edu.machinelearningplus.com/s/pages/ds-career-path" class="elementor-item menu-link">Courses</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23889"><a href="https://edu.machinelearningplus.com/courses/foundations-of-machine-learning-60ee63930cf219bfb8976e20" class="elementor-sub-item menu-link">1. Foundations of Machine Learning</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23891"><a href="https://edu.machinelearningplus.com/courses/Python-Programming-628f8abb0cf22aee960e8234" class="elementor-sub-item menu-link">2. Python Programming</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23892"><a href="https://edu.machinelearningplus.com/courses/Numpy-for-Data-Science-60f52e910cf2fd18f9746aa8" class="elementor-sub-item menu-link">3. NumPy for Data Science</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23901">
3147<a href="https://edu.machinelearningplus.com/courses/Pandas-for-Data-Science-60d86a880cf221904e2d2659" class="elementor-sub-item menu-link">4. Pandas for Data Science</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23902"><a href="https://edu.machinelearningplus.com/courses/Linux-command-line-63c19eb7e4b0fe07b03d04d1" class="elementor-sub-item menu-link">5. Linux Command</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23903"><a href="https://edu.machinelearningplus.com/courses/SQL-for-Data-Science---I-64e44a6ae4b029e71084e061" class="elementor-sub-item menu-link">6. SQL for Data Science – Level 1</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23904"><a href="https://edu.machinelearningplus.com/courses/SQL-for-Data-Science---Level-2-64eda5c3e4b0acf4a9d5a44a" class="elementor-sub-item menu-link">7. SQL for Data Science – Level 2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23905"><a href="https://edu.machinelearningplus.com/courses/SQL-for-Data-Science---Level-3-1693983225181-64f821f9e4b0bfa66a900c29" class="elementor-sub-item menu-link">8. SQL for Data Science – Level 3</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24528"><a href="https://edu.machinelearningplus.com/courses/SQL-for-Data-Science---Window-Functions-6512753de4b01fed60989c71" class="elementor-sub-item menu-link">9. SQL for Data Science – Window Functions</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23906"><a href="https://edu.machinelearningplus.com/courses/data-pre-processing-and-eda-612b0d930cf214574f1e2523" class="elementor-sub-item menu-link">10. Data Pre-processing and EDA</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23907"><a href="https://edu.machinelearningplus.com/courses/Linear-Regression-and-Regularisation-61976a530cf2030e987c0dd5" class="elementor-sub-item menu-link">11. Linear regression and regularisation</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23908"><a href="https://edu.machinelearningplus.com/courses/Logistic-Regression-620f24580cf272600f1590a5" class="elementor-sub-item menu-link">12. Classification: Logistic Regression</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23909"><a href="https://edu.machinelearningplus.com/courses/Imbalanced-Classification-622b964f0cf227403a6a8276" class="elementor-sub-item menu-link">13. Imbalanced Classification</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23910"><a href="https://edu.machinelearningplus.com/courses/Supervised-ML-Algorithms-62765b290cf27999e58a71d2" class="elementor-sub-item menu-link">14. Supervised ML Algorithms</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23911"><a href="https://edu.machinelearningplus.com/courses/Ensemble-Learning-628f8aec0cf24ec2c425a373" class="elementor-sub-item menu-link">15. Ensemble Learning</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23912"><a href="https://edu.machinelearningplus.com/courses/ml-deployment-aws-ec2-6291bfdc0cf28d974b1f9447" class="elementor-sub-item menu-link">16. ML Deployment in AWS EC2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23913"><a href="https://edu.machinelearningplus.com/courses/Deploy-ML-Models-in-AWS-Lamda-62a2e0de0cf21f5a5bc8bb70" class="elementor-sub-item menu-link">17. Deploy in AWS Lamda</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23914"><a href="https://edu.machinelearningplus.com/courses/Deploy-ML-models-in-AWS-Sagemaker-62c535990cf2aca93945da47" class="elementor-sub-item menu-link">18. Deploy in AWS Sagemaker</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24529"><a href="https://edu.machinelearningplus.com/courses/PySpark-for-Machine-Learning---Level-I-652ea5e4e4b025ebcd522a94" class="elementor-sub-item menu-link">19. PySpark for Data Science –
3147 I: Fundamentals</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24530"><a href="https://edu.machinelearningplus.com/courses/PySpark-for-Data-Science---II-Statistics-for-Big-Data-6538a705e4b0289585b852cb" class="elementor-sub-item menu-link">20. PySpark for Data Science – II: Statistics for Big Data</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23915"><a href="https://edu.machinelearningplus.com/courses/Introduction-to-Time-Series-Analysis-62fe0f67e4b00a41f545c8a2" class="elementor-sub-item menu-link">21. Introduction to Time Series Analaysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23916"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series-Analysis-Part1-64195c12e4b0c09eb19a078d" class="elementor-sub-item menu-link">22. Time Series Analysis – I (Beginners)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23917"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series-Analysis-Part-2-6433bfb8e4b0fc4ff3d2ff3e" class="elementor-sub-item menu-link">23. Time Series Analysis – II (Intermediate )</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23918"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series-Forecasting-Part-1---Statistical-Models-1681722290492-643d0bb2e4b0687fa0313bd9" class="elementor-sub-item menu-link">24. Time Series Forecasting Part 1: Statistical Models</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23919"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series-Forecasting-Part-2---Complete-ARIMA-Modeling-and-Tests-1684138875722-6461eb7be4b08ceb88377a56" class="elementor-sub-item menu-link">25. Time Series Forecasting Part 2: ARIMA modeling and Tests</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23920"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Multi-Time-Series-Forecasting---Vector-Auto-Regression-64880db3e4b0618a5161d41b" class="elementor-sub-item menu-link">26. Time Series Forecasting Part 3: Vector Auto Regression</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23921"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series---Singular-Spectrum-Analysis-64a3d105e4b05989724fc407" class="elementor-sub-item menu-link">27. Time Series Analysis – III: Singular Spectrum Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23922"><a href="https://edu.machinelearningplus.com/courses/Feature-Engineering-and-Intervention-Analysis-for-Time-Series-Projects---Part-1-1689663510598-64b63816e4b0493d3bdf0c22" class="elementor-sub-item menu-link">28. Feature Engineering for Time Series Project: I</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23923"><a href="https://edu.machinelearningplus.com/courses/Feature-Engineering-and-Intervention-Analysis-for-Time-Series-Projects---Part-2-64c0bb33e4b06ae8ef38eb5e" class="elementor-sub-item menu-link">29. Feature Engineering for Time Series Projects: II</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23924"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Estimating-Customer-Lifetime-Value-for-Business" class="elementor-sub-item menu-link">31. Estimating customer lifetime value for business</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23925"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Microsoft-Malware-Detection-Project" class="elementor-sub-item menu-link">32. Microsoft malware detection project</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23926"><a href="https://edu.machinelearningplus.com/s/store/courses/description/credit-card-fraud-detection" class="elementor-sub-item menu-link">33. Credit card fraud detection</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23927">
3147<a href="https://edu.machinelearningplus.com/s/store/courses/description/Restaurant-Visitor-Forecasting" class="elementor-sub-item menu-link">34. Restaurant Visitor Forecasting</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23928"><a href="https://edu.machinelearningplus.com/courses/Optimizing-Marketing-Budget-Spend-with-Market-Mix-Modelling-63285657e4b06a9c72d4c560" class="elementor-sub-item menu-link">35. Optimizing Marketing Budget Spend with Marketing Mix Modeling</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23929"><a href="https://edu.machinelearningplus.com/courses/Predict-Rating-given-Amazon-Product-Reviews-using-NLP-6303266fe4b0671e1515c950" class="elementor-sub-item menu-link">36. Predict Rating given Amazon Product review using NLP</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23930"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Foundations-of-Deep-Learning-in-Python" class="elementor-sub-item menu-link">37. Foundations of Deep Learning in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23931"><a href="https://edu.machinelearningplus.com/s/store/courses/description//Foundation-of-Deep-Learning-Part-2" class="elementor-sub-item menu-link">38. Foundations of Deep Learning: Part 2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23932"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Applied-Deep-Learning-with-PyTorch" class="elementor-sub-item menu-link">39. Applied Deep Learning with PyTorch</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23933"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Detecting-Defects-in-Steel-Sheets-with-Computer-Vision" class="elementor-sub-item menu-link">40. Detecting defects in Steel sheet with Computer vision</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23934"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Project-Text-Generation-using-Language-Models-with-LSTM" class="elementor-sub-item menu-link">41. Project Text Generation using Language models with LSTM</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23935"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Project-Classifying-Sentiment-of-Reviews-using-BERT-NLP" class="elementor-sub-item menu-link">42. Project Classifying Sentiment of reviews using BERT NLP</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23936"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Spacy-for-NLP" class="elementor-sub-item menu-link">43. Spacy for NLP</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23937"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Base-R-Programming" class="elementor-sub-item menu-link">44. Base R Programming</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23938"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Dplyr-for-data-wrangling" class="elementor-sub-item menu-link">45. Dplyr for Data Wrangling</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23939"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Wrangling-data-with-DataTable" class="elementor-sub-item menu-link">46. Wrangling Data with Data Table</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23940"><a href="https://edu.machinelearningplus.com/s/store/courses/description/GGPlot2-visualization-for-data-analysis" class="elementor-sub-item menu-link">47. GGPlot2 Visualization for Data Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23941"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Statistical-Foundations-for-ML-in-R" class="elementor-sub-item menu-link">48. Statistical foundation for ML in R</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23942">
3147<a href="https://edu.machinelearningplus.com/s/store/courses/description/Statistical-modeling-with-linear--logistics-regression" class="elementor-sub-item menu-link">49. Regression Model in R</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23943"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Caret-package-in-R" class="elementor-sub-item menu-link">50. Caret Package in R</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21045"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Python</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21047"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Introduction to Python</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21050"><a href="https://machinelearningplus.com/machine-learning/setup-python/" class="elementor-sub-item menu-link">Setup Python environment for ML</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21048"><a href="https://machinelearningplus.com/python/decorators-in-python-how-to-enhance-functions-without-changing-the-code/" class="elementor-sub-item menu-link">Decorators in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21051"><a href="https://machinelearningplus.com/python/generators-in-python/" class="elementor-sub-item menu-link">Generators in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21052"><a href="https://machinelearningplus.com/python/iterators-in-python-iterables-vs-iterators/" class="elementor-sub-item menu-link">Iterators in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21054"><a href="https://machinelearningplus.com/python/python-module-packages/" class="elementor-sub-item menu-link">Python Module</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21049"><a href="https://machinelearningplus.com/python/object-oriented-programming-oops-in-python/" class="elementor-sub-item menu-link">Object Oriented Programming (OOPS) in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21182">
3147<a href="https://machinelearningplus.com/python/list-comprehensions-in-python/" class="elementor-sub-item menu-link">List Comprehension</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21183"><a href="https://machinelearningplus.com/python/requests-in-python/" class="elementor-sub-item menu-link">Requests in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21184"><a href="https://machinelearningplus.com/python-collections-guide/" class="elementor-sub-item menu-link">Python Collections</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21185"><a href="https://machinelearningplus.com/python/python-logging-guide/" class="elementor-sub-item menu-link">Python Logging</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21096"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Plots</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21053"><a href="https://machinelearningplus.com/plots/matplotlib-plotting-tutorial/" class="elementor-sub-item menu-link">Matplotlib Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21154"><a href="https://machinelearningplus.com/plots/matplotlib-histogram-python-examples/" class="elementor-sub-item menu-link">Matplotlib Histogram</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21155"><a href="https://machinelearningplus.com/plots/bar-plot-in-python/" class="elementor-sub-item menu-link">Bar Plot in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21156"><a href="https://machinelearningplus.com/plots/python-boxplot/" class="elementor-sub-item menu-link">Python Boxplot</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21157"><a href="https://machinelearningplus.com/waterfall-plot-in-python/" class="elementor-sub-item menu-link">Waterfall Plot in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21158"><a href="https://machinelearningplus.com/plots/top-50-matplotlib-visualizations-the-master-plots-python/" class="elementor-sub-item menu-link">Top 50 matplotlib Visualizations</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21159"><a href="https://machinelearningplus.com/plots/matplotlib-tutorial-complete-guide-python-plot-examples/" class="elementor-sub-item menu-link">Matplotlib Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21160"><a href="https://machinelearningplus.com/plots/matplotlib-pyplot/" class="elementor-sub-item menu-link">Matplotlib Pyplot</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21161"><a href="https://machinelearningplus.com/plots/python-scatter-plot/" class="elementor-sub-item menu-link">Python Scatter Plot</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21162"><a href="https://machinelearningplus.com/plots/subplots-python-matplotlib/" class="elementor-sub-item menu-link">Matplotlib Subplots</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21099"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Data Wrangling</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21172"><a href="https://machinelearningplus.com/python/101-numpy-exercises-python/" class="elementor-sub-item menu-link">101 NumPy Exercises for Data Analysis (Python)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21174"><a href="https://machinelearningplus.com/python/101-pandas-exercises-python/" class="elementor-sub-item menu-link">101 Pandas Exercises for Data Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21173">
3147<a href="https://machinelearningplus.com/python/101-pandas-exercises-python/" class="elementor-sub-item menu-link">101 Pandas Exercises for Data Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21175"><a href="https://machinelearningplus.com/python/dask-tutorial/" class="elementor-sub-item menu-link">Dask</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21176"><a href="https://machinelearningplus.com/python/modin-speedup-pandas/" class="elementor-sub-item menu-link">Modin</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21177"><a href="https://machinelearningplus.com/python/numpy-tutorial-part1-array-python-examples/" class="elementor-sub-item menu-link">Numpy Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21178"><a href="https://machinelearningplus.com/data-manipulation/datatable-in-r-complete-guide/" class="elementor-sub-item menu-link">data.table in R</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21179"><a href="https://machinelearningplus.com/data-manipulation/101-python-datatable-exercises-pydatatable/" class="elementor-sub-item menu-link">101 Python datatable Exercises (pydatatable)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21180"><a href="https://machinelearningplus.com/data-manipulation/101-r-data-table-exercises/" class="elementor-sub-item menu-link">101 R data.table Exercises</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21064"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Advanced Python</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21065"><a href="https://machinelearningplus.com/deployment/conda-create-environment-and-everything-you-need-to-know-to-manage-conda-virtual-environment/" class="elementor-sub-item menu-link">Conda create environment and everything you need to know to manage conda virtual environment</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21066"><a href="https://machinelearningplus.com/python/python-property/" class="elementor-sub-item menu-link">Python @Property Explained</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21067"><a href="https://machinelearningplus.com/python/python-debugger-pdb/" class="elementor-sub-item menu-link">pdb â How to use Python debugger</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21068"><a href="https://machinelearningplus.com/python-json-guide/" class="elementor-sub-item menu-link">Python JSON â Guide</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21069"><a href="https://machinelearningplus.com/python/cprofile-how-to-profile-your-python-code/" class="elementor-sub-item menu-link">cProfile â How to profile your python code</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21186"><a href="https://machinelearningplus.com/python/what-does-yield-keyword-do/" class="elementor-sub-item menu-link">Python Yield</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21187"><a href="https://machinelearningplus.com/python/lambda-function/" class="elementor-sub-item menu-link">Lambda Function in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21188"><a href="https://machinelearningplus.com/python/python-global-interpreter-lock-gil/" class="elementor-sub-item menu-link">What does Python Global Interpreter Lock</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21368"><a href="https://machinelearningplus.com/python/install-opencv-python/" class="elementor-sub-item menu-link">Install opencv python</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21409">
3147<a href="https://machinelearningplus.com/python/install-pip-mac-how-to-install-pip-in-macos-a-comprehensive-guide/" class="elementor-sub-item menu-link">Install pip mac</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21410"><a href="https://machinelearningplus.com/python/scrapy-vs-beautiful-soup-which-is-better-for-web-scraping/" class="elementor-sub-item menu-link">Scrapy vs. Beautiful Soup</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21411"><a href="https://machinelearningplus.com/python/add-python-to-path-how-to-add-python-to-the-path-environment-variable-in-windows/" class="elementor-sub-item menu-link">Add Python to PATH</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21496"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">PySpark</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21470"><a href="https://machinelearningplus.com/pyspark/introduction-to-pyspark/" class="elementor-sub-item menu-link">Introduction to Pyspark</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21471"><a href="https://machinelearningplus.com/pyspark/power-of-pyspark/" class="elementor-sub-item menu-link">Power of Pyspark</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21487"><a href="https://machinelearningplus.com/pyspark/install-pyspark-on-windows/" class="elementor-sub-item menu-link">Install PySpark on Windows</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21483"><a href="https://machinelearningplus.com/pyspark/install-pyspark-on-mac/" class="elementor-sub-item menu-link">Install PySpark on MAC</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21484"><a href="https://machinelearningplus.com/pyspark/install-pyspark-on-linux/" class="elementor-sub-item menu-link">Install PySpark on Linux</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21489"><a href="https://machinelearningplus.com/pyspark/what-is-sparksession/" class="elementor-sub-item menu-link">What is Sparksession</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21756"><a href="https://machinelearningplus.com/pyspark/read-and-write-files-using-pyspark/" class="elementor-sub-item menu-link">Read and Write files using PySpark</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21710"><a href="https://machinelearningplus.com/pyspark/pyspark-show/" class="elementor-sub-item menu-link">Pyspark Show</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21604"><a href="https://machinelearningplus.com/pyspark/run-sql-queries-with-pyspark/" class="elementor-sub-item menu-link">Run SQL Queries with PySpark</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21603"><a href="https://machinelearningplus.com/pyspark/pyspark-pandas-api/" class="elementor-sub-item menu-link">PySpark Pandas API</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21602"><a href="https://machinelearningplus.com/pyspark/select-columns-in-pyspark-dataframe/" class="elementor-sub-item menu-link">Select columns in PySpark dataframe</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21757"><a href="https://machinelearningplus.com/pyspark/pyspark-withcolumn/" class="elementor-sub-item menu-link">PySpark withColumn()</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21711"><a href="https://machinelearningplus.com/pyspark/pyspark-drop-columns/" class="elementor-sub-item menu-link">Pyspark Drop Columns</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21713"><a href="https://machinelearningplus.com/pyspark/pyspark-rename-columns/" class="elementor-sub-item menu-link">PySpark Rename Columns</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21712">
3147<a href="https://machinelearningplus.com/pyspark/pyspark-filter-vs-where/" class="elementor-sub-item menu-link">PySpark Filter vs Where</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21758"><a href="https://machinelearningplus.com/pyspark/pyspark-orderby-and-sort/" class="elementor-sub-item menu-link">PySpark orderBy() and sort()</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21759"><a href="https://machinelearningplus.com/pyspark/pyspark-groupby/" class="elementor-sub-item menu-link">PySpark GroupBy()</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21760"><a href="https://machinelearningplus.com/pyspark/pyspark-pivot/" class="elementor-sub-item menu-link">PySpark Pivot</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21761"><a href="https://machinelearningplus.com/pyspark/pyspark-joins/" class="elementor-sub-item menu-link">PySpark Joins</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21762"><a href="https://machinelearningplus.com/pyspark/pyspark-union/" class="elementor-sub-item menu-link">PySpark Union</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21807"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-mysql/" class="elementor-sub-item menu-link">PySpark Connect to MySQL</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21808"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-postgresql/" class="elementor-sub-item menu-link">PySpark Connect to PostgreSQL</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21928"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-sql-serve/" class="elementor-sub-item menu-link">PySpark Connect to SQL Serve</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21927"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-redshift/" class="elementor-sub-item menu-link">PySpark Connect to Redshift</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21926"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-snowflake/" class="elementor-sub-item menu-link">PySpark Connect to Snowflake</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21925"><a href="https://machinelearningplus.com/pyspark/pyspark-linear-regression/" class="elementor-sub-item menu-link">PySpark Linear Regression</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21924"><a href="https://machinelearningplus.com/pyspark/pyspark-logistic-regression/" class="elementor-sub-item menu-link">PySpark Logistic Regression</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21923"><a href="https://machinelearningplus.com/pyspark/pyspark-decision-tree/" class="elementor-sub-item menu-link">PySpark Decision Tree</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21922"><a href="https://machinelearningplus.com/pyspark/pyspark-ridge-regression/" class="elementor-sub-item menu-link">PySpark Ridge Regression</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21921"><a href="https://machinelearningplus.com/pyspark/pyspark-lasso-regression/" class="elementor-sub-item menu-link">PySpark Lasso Regression</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21920"><a href="https://machinelearningplus.com/pyspark/pyspark-random-forest/" class="elementor-sub-item menu-link">PySpark Random Forest</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21919"><a href="https://machinelearningplus.com/pyspark/pyspark-gradient-boosting-model/" class="elementor-sub-item menu-link">PySpark Gradient Boosting model</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21918">
3147<a href="https://machinelearningplus.com/pyspark/pyspark-mllib-k-means-clustering/" class="elementor-sub-item menu-link">PySpark Mllib K-Means Clustering</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21953"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-mean/" class="elementor-sub-item menu-link">PySpark Statistics Mean</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21952"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-median/" class="elementor-sub-item menu-link">PySpark Statistics Median</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21951"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-mode/" class="elementor-sub-item menu-link">PySpark Statistics Mode</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21950"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-standard-deviation/" class="elementor-sub-item menu-link">PySpark Statistics Standard Deviation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21997"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-variance/" class="elementor-sub-item menu-link">PySpark Statistics Variance</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21996"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-deciles-and-quartiles/" class="elementor-sub-item menu-link">PySpark Statistics Deciles and Quartiles</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21995"><a href="https://machinelearningplus.com/pyspark/pyspark-correlation/" class="elementor-sub-item menu-link">PySpark Correlation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22064"><a href="https://machinelearningplus.com/pyspark/pyspark-chi-square-test/" class="elementor-sub-item menu-link">PySpark Chi-Square Test</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22062"><a href="https://machinelearningplus.com/pyspark/pyspark-variable-type-identification/" class="elementor-sub-item menu-link">PySpark Variable type Identification</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22060"><a href="https://machinelearningplus.com/pyspark/pyspark-outlier-detection-and-treatment/" class="elementor-sub-item menu-link">PySpark Outlier Detection and Treatment</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22061"><a href="https://machinelearningplus.com/pyspark/pyspark-missing-data-imputation/" class="elementor-sub-item menu-link">PySpark Missing Data Imputation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22063"><a href="https://machinelearningplus.com/pyspark/pyspark-variance-inflation-factor/" class="elementor-sub-item menu-link">PySpark Variance Inflation Factor (VIF)</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22059"><a href="https://machinelearningplus.com/pyspark/pyspark-stringindexer/" class="elementor-sub-item menu-link">PySpark StringIndexer</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22073"><a href="https://machinelearningplus.com/pyspark/pyspark-onehot-encoding/" class="elementor-sub-item menu-link">PySpark OneHot Encoding</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23667"><a href="https://machinelearningplus.com/pyspark/pyspark-exercises-101-pyspark-exercises-for-data-analysis/" class="elementor-sub-item menu-link">PySpark Exercises â 101 PySpark Exercises for Data Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21391"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Others</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21097"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Deployment</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21163">
3147<a href="https://machinelearningplus.com/deployment/population-stability-index-psi/" class="elementor-sub-item menu-link">Population Stability Index (PSI)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21164"><a href="https://machinelearningplus.com/deployment/deploy-ml-model-aws-ec2-instance/" class="elementor-sub-item menu-link">Deploy ML model in AWS Ec2</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21098"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Julia</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21165"><a href="https://machinelearningplus.com/julia/julia-programming-language/" class="elementor-sub-item menu-link">Julia â Programming Language</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21166"><a href="https://machinelearningplus.com/linear-regression-in-julia/" class="elementor-sub-item menu-link">Linear Regression in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21167"><a href="https://machinelearningplus.com/julia/logistic-regression-in-julia-practical-guide-with-examples/" class="elementor-sub-item menu-link">Logistic Regression in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21168"><a href="https://machinelearningplus.com/julia/for-loop-in-julia/" class="elementor-sub-item menu-link">For-Loop in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21169"><a href="https://machinelearningplus.com/julia/while-loop-in-julia/" class="elementor-sub-item menu-link">While-loop in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21170"><a href="https://machinelearningplus.com/julia/function-in-julia/" class="elementor-sub-item menu-link">Function in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21171"><a href="https://machinelearningplus.com/julia/dataframes-in-julia/" class="elementor-sub-item menu-link">DataFrames in Julia</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21393"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Linux</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21394"><a href="https://machinelearningplus.com/linux/ls-command-in-linux/" class="elementor-sub-item menu-link">ls command in Linux â Mastering the âlsâ command in Linux</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21429"><a href="https://machinelearningplus.com/linux/mkdir-command-in-linux/" class="elementor-sub-item menu-link">mkdir command in Linux â A comprehensive guide for mkdir command</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21430"><a href="https://machinelearningplus.com/linux/cd-command-in-linux/" class="elementor-sub-item menu-link">cd command in linux â Mastering the âcdâ command in Linux</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21431"><a href="https://machinelearningplus.com/linux/cat-command-in-linux/" class="elementor-sub-item menu-link">cat command in Linux â Mastering the âcatâ command in Linux</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21424"><a href="https://machinelearningplus.com/linux/linux-commands/" class="elementor-sub-item menu-link">Linux Commands List with Examples</a></li></ul></li></ul></li></ul></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21070"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Machine Learning</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21094"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Deep Learning</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21136">
3147<a href="https://machinelearningplus.com/deep-learning/tensorflow1-vs-tensorflow2-vs-pytorch/" class="elementor-sub-item menu-link">TensorFlow vs PyTorch</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21137"><a href="https://machinelearningplus.com/deep-learning/how-use-tf-function-to-speed-up-python-code-tensorflow/" class="elementor-sub-item menu-link">How to use tf.function to speed up Python code in Tensorflow</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21138"><a href="https://machinelearningplus.com/deep-learning/linear-regression-tensorflow/" class="elementor-sub-item menu-link">How to implement Linear Regression in TensorFlow</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21095"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">NLP</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21139"><a href="https://machinelearningplus.com/nlp/natural-language-processing-guide/" class="elementor-sub-item menu-link">Complete Guide to Natural Language Processing (NLP)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21140"><a href="https://machinelearningplus.com/nlp/text-summarization-approaches-nlp-example/" class="elementor-sub-item menu-link">Text Summarization Approaches for NLP</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21141"><a href="https://machinelearningplus.com/nlp/nlp-exercises/" class="elementor-sub-item menu-link">101 NLP Exercises (using modern libraries)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21142"><a href="https://machinelearningplus.com/nlp/gensim-tutorial/" class="elementor-sub-item menu-link">Gensim Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21143"><a href="https://machinelearningplus.com/nlp/topic-modeling-python-sklearn-examples/" class="elementor-sub-item menu-link">LDA in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21144"><a href="https://machinelearningplus.com/nlp/topic-modeling-gensim-python/" class="elementor-sub-item menu-link">Topic Modeling with Gensim (Python)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21145"><a href="https://machinelearningplus.com/nlp/lemmatization-examples-python/" class="elementor-sub-item menu-link">Lemmatization Approaches with Examples in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21146"><a href="https://machinelearningplus.com/nlp/topic-modeling-visualization-how-to-present-results-lda-models/" class="elementor-sub-item menu-link">Topic modeling visualization</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21147"><a href="https://machinelearningplus.com/nlp/cosine-similarity/" class="elementor-sub-item menu-link">Cosine Similarity</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21148"><a href="https://machinelearningplus.com/spacy-tutorial-nlp/" class="elementor-sub-item menu-link">
3147spaCy Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21149"><a href="https://machinelearningplus.com/nlp/training-custom-ner-model-in-spacy/" class="elementor-sub-item menu-link">Training Custom NER models in SpaCy to auto-detect named entities</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21150"><a href="https://machinelearningplus.com/nlp/chatbot-with-rasa-and-spacy/" class="elementor-sub-item menu-link">Building chatbot with Rasa and spaCy</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21151"><a href="https://machinelearningplus.com/nlp/custom-text-classification-spacy/" class="elementor-sub-item menu-link">SpaCy Text Classification</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21073"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Algorithms</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21080"><a href="https://machinelearningplus.com/predictive-modeling/k-means-clustering/" class="elementor-sub-item menu-link">K-Means Clustering Algorithm from Scratch</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21082"><a href="https://machinelearningplus.com/machine-learning/simulated-annealing-algorithm-explained-from-scratch-python/" class="elementor-sub-item menu-link">Simulated Annealing Algorithm Explained from Scratch</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21081"><a href="https://machinelearningplus.com/predictive-modeling/how-naive-bayes-algorithm-works-with-example-and-full-code/" class="elementor-sub-item menu-link">How Naive Bayes Algorithm Works?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21088"><a href="https://machinelearningplus.com/deployment/feature-selection-using-frufs-and-vevestax/" class="elementor-sub-item menu-link">Feature selection using FRUFS and VevestaX</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21091"><a href="https://machinelearningplus.com/machine-learning/principal-components-analysis-pca-better-explained/" class="elementor-sub-item menu-link">Principal Component Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21090"><a href="https://machinelearningplus.com/machine-learning/gradient-boosting/" class="elementor-sub-item menu-link">Gradient Boosting</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21089"><a href="https://machinelearningplus.com/machine-learning/feature-selection/" class="elementor-sub-item menu-link">Feature Selection â Ten Effective Techniques with Examples</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21074"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Projects</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21085"><a href="https://machinelearningplus.com/machine-learning/evaluation-metrics-classification-models-r/" class="elementor-sub-item menu-link">Evaluation Metrics for Classification Models</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21083"><a href="https://machinelearningplus.com/deployment/deploy-ml-model-aws-ec2-instance/" class="elementor-sub-item menu-link">Deploy ML model in AWS Ec2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21086"><a href="https://machinelearningplus.com/machine-learning/portfolio-optimization-python-example/" class="elementor-sub-item menu-link">Portfolio Optimization with Python using Efficient Frontier</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21199">
3147<a href="https://machinelearningplus.com/machine-learning/bias-variance-tradeoff/" class="elementor-sub-item menu-link">Bias Variance Tradeoff</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21075"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Specific Topics</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21200"><a href="https://machinelearningplus.com/machine-learning/logistic-regression-tutorial-examples-r/" class="elementor-sub-item menu-link">Logistic Regression</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21201"><a href="https://machinelearningplus.com/machine-learning/complete-introduction-linear-regression-r/" class="elementor-sub-item menu-link">Complete Introduction to Linear Regression in R</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21202"><a href="https://machinelearningplus.com/machine-learning/caret-package/" class="elementor-sub-item menu-link">Caret Package</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21203"><a href="https://machinelearningplus.com/statistics/brier-score/" class="elementor-sub-item menu-link">Brier Score</a></li></ul></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21092"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Time Series</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21120"><a href="https://machinelearningplus.com/time-series/granger-causality-test/" class="elementor-sub-item menu-link">Granger Causality Test</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21121"><a href="https://machinelearningplus.com/time-series/augmented-dickey-fuller-test/" class="elementor-sub-item menu-link">Augmented Dickey Fuller Test (ADF Test)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21122"><a href="https://machinelearningplus.com/time-series/kpss-test-for-stationarity/" class="elementor-sub-item menu-link">KPSS Test for Stationarity</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21123"><a href="https://machinelearningplus.com/time-series/arima-model-time-series-forecasting-python/" class="elementor-sub-item menu-link">ARIMA Model</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21124"><a href="https://machinelearningplus.com/time-series/time-series-analysis-python/" class="elementor-sub-item menu-link">Time Series Analysis in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21125"><a href="https://machinelearningplus.com/time-series/vector-autoregression-examples-python/" class="elementor-sub-item menu-link">Vector Autoregression (VAR)</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21093"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Prob and Stats</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-taxonomy menu-item-object-category menu-item-has-children menu-item-23957"><a aria-expanded="false" href="https://machinelearningplus.com/category/probability/" class="elementor-sub-item menu-link">Probability</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23968"><a href="https://machinelearningplus.com/probability/introduction-to-probability/" class="elementor-sub-item menu-link">Introduction to Probability</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23967"><a href="https://machinelearningplus.com/probability/odds-and-odds-ratios/" class="elementor-sub-item menu-link">Odds and Odds Ratios</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23966">
3147<a href="https://machinelearningplus.com/probability/independent-and-dependent-events/" class="elementor-sub-item menu-link">Independent and Dependent Events</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23965"><a href="https://machinelearningplus.com/probability/mutually-exclusive-events/" class="elementor-sub-item menu-link">Mutually Exclusive Events</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23964"><a href="https://machinelearningplus.com/probability/joint-probability/" class="elementor-sub-item menu-link">Joint Probability</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23963"><a href="https://machinelearningplus.com/probability/conditional-probability/" class="elementor-sub-item menu-link">Conditional Probability</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23962"><a href="https://machinelearningplus.com/probability/bayes-theorem/" class="elementor-sub-item menu-link">Bayesâ Theorem</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23961"><a href="https://machinelearningplus.com/probability/expected-value/" class="elementor-sub-item menu-link">Expected Value</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23960"><a href="https://machinelearningplus.com/probability/probability-frequency-distribution/" class="elementor-sub-item menu-link">Probability frequency distribution</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23959"><a href="https://machinelearningplus.com/probability/discrete-frequency-distributions/" class="elementor-sub-item menu-link">Discrete Frequency Distributions</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23958"><a href="https://machinelearningplus.com/probability/continuous-frequency-distributions/" class="elementor-sub-item menu-link">Continuous Frequency Distributions</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21126"><a href="https://machinelearningplus.com/statistics/partial-correlation/" class="elementor-sub-item menu-link">Partial Correlation</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21127"><a href="https://machinelearningplus.com/demo-videos/chi-square-test/" class="elementor-sub-item menu-link">Chi-Square Test – Theory & Math</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21128"><a href="https://machinelearningplus.com/markov-chain/" class="elementor-sub-item menu-link">Gentle Introduction to Markov Chain</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21129"><a href="https://machinelearningplus.com/statistics/what-is-p-value/" class="elementor-sub-item menu-link">What is P-Value?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21130"><a href="https://machinelearningplus.com/statistics/statistical-significance-tests-r/" class="elementor-sub-item menu-link">How to implement common statistical significance tests and find the p value?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21131"><a href="https://machinelearningplus.com/statistics/mahalanobis-distance/" class="elementor-sub-item menu-link">Mahalanobis Distance</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21132"><a href="https://machinelearningplus.com/statistics/t-test-students-understanding-the-math-and-how-it-works/" class="elementor-sub-item menu-link">T Test (Students T Test)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21133"><a href="https://machinelearningplus.com/statistics/confidence-interval/" class="elementor-sub-item menu-link">Confidence Interval in Statistics</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21134">
3147<a href="https://machinelearningplus.com/statistics/standard-error/" class="elementor-sub-item menu-link">Standard Error in Statistics</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21135"><a href="https://machinelearningplus.com/statistics/one-sample-t-test/" class="elementor-sub-item menu-link">One Sample T Test</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24407"><a href="https://machinelearningplus.com/statistics/descriptive-and-inferential-statistics/" class="elementor-sub-item menu-link">Descriptive and inferential statistics</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24408"><a href="https://machinelearningplus.com/statistics/types-of-data-in-statistics/" class="elementor-sub-item menu-link">Types of data in statistics</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24409"><a href="https://machinelearningplus.com/statistics/measures-of-central-tendency/" class="elementor-sub-item menu-link">Measures of central tendency</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24410"><a href="https://machinelearningplus.com/statistics/quantiles-and-percentiles/" class="elementor-sub-item menu-link">Quantiles and Percentiles</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24411"><a href="https://machinelearningplus.com/statistics/measures-of-dispersion/" class="elementor-sub-item menu-link">Measures of dispersion</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24412"><a href="https://machinelearningplus.com/statistics/skewness-and-kurtosis/" class="elementor-sub-item menu-link">Skewness and kurtosis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24413"><a href="https://machinelearningplus.com/statistics/central-limit-theorem/" class="elementor-sub-item menu-link">Central Limit Theroem</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24414"><a href="https://machinelearningplus.com/statistics/law-of-large-numbers/" class="elementor-sub-item menu-link">Law of large numbers</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24415"><a href="https://machinelearningplus.com/statistics/standard-error/" class="elementor-sub-item menu-link">Standard Error</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24416"><a href="https://machinelearningplus.com/statistics/sampling-and-sampling-distributions/" class="elementor-sub-item menu-link">Sampling and sampling distributions</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24417"><a href="https://machinelearningplus.com/statistics/correlation/" class="elementor-sub-item menu-link">Correlation</a></li></ul></li><li class="menu-item menu-item-type-taxonomy menu-item-object-category menu-item-has-children menu-item-22207"><a aria-expanded="false" href="https://machinelearningplus.com/category/sql/" class="elementor-item menu-link">SQL</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23482"><a href="https://machinelearningplus.com/sql/sql-tutorial/" class="elementor-sub-item menu-link">SQL Tutorial â The Introduction</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23672"><a href="https://machinelearningplus.com/sql/sql-subquery/" class="elementor-sub-item menu-link">SQL Subquery (advanced)</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23727"><a href="https://machinelearningplus.com/sql/sql-window-functions/" class="elementor-sub-item menu-link">SQL Window Functions (advanced)</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23894"><a href="https://machinelearningplus.com/sql/sql-window-functions-exercises/" class="elementor-sub-item menu-link">SQL Window Functions Exercises – Set 1</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23980">
3147<a href="https://machinelearningplus.com/sql/sql-window-function-exercises-and-solutions-set-2/" class="elementor-sub-item menu-link">SQL Window Functions Exercises â Set 2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22552"><a href="https://machinelearningplus.com/sql/introduction-to-sql/" class="elementor-sub-item menu-link">Intro to SQL</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22553"><a href="https://machinelearningplus.com/sql/sql-select-statement/" class="elementor-sub-item menu-link">SQL Select</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22554"><a href="https://machinelearningplus.com/sql/sql-select-distinct/" class="elementor-sub-item menu-link">SQL Select Distinct</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22555"><a href="https://machinelearningplus.com/sql/sql-where-clause/" class="elementor-sub-item menu-link">SQL Where</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22557"><a href="https://machinelearningplus.com/sql/sql-order-by/" class="elementor-sub-item menu-link">SQL Order by</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22558"><a href="https://machinelearningplus.com/sql/sql-insert-into/" class="elementor-sub-item menu-link">SQL Insert Into</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22556"><a href="https://machinelearningplus.com/sql/sql-and-or-not-operators/" class="elementor-sub-item menu-link">SQL AND, OR, and NOT</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22570"><a href="https://machinelearningplus.com/sql/sql-null-values/" class="elementor-sub-item menu-link">SQL Null Values</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22569"><a href="https://machinelearningplus.com/sql/sql-update/" class="elementor-sub-item menu-link">SQL Update</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22568"><a href="https://machinelearningplus.com/sql/sql-delete/" class="elementor-sub-item menu-link">SQL DELETE</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22567"><a href="https://machinelearningplus.com/sql/sql-select-top/" class="elementor-sub-item menu-link">SQL SELECT TOP</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22566"><a href="https://machinelearningplus.com/sql/sql-min-and-max/" class="elementor-sub-item menu-link">SQL MIN and MAX Functions</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22565"><a href="https://machinelearningplus.com/sql/sql-count-avg-sum/" class="elementor-sub-item menu-link">SQL Count(), Avg(), Sum()</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22564"><a href="https://machinelearningplus.com/sql/sql-like/" class="elementor-sub-item menu-link">SQL LIKE</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22563"><a href="https://machinelearningplus.com/sql/sql-wildcards/" class="elementor-sub-item menu-link">SQL Wildcards</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22562"><a href="https://machinelearningplus.com/sql/sql_in/" class="elementor-sub-item menu-link">SQL IN</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22561"><a href="https://machinelearningplus.com/sql/sql-between/" class="elementor-sub-item menu-link">SQL BETWEEN</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22560"><a href="https://machinelearningplus.com/sql/sql-aliases/" class="elementor-sub-item menu-link">SQL Aliases</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22559"><a href="https://machinelearningplus.com/sql/sql-joins/" class="elementor-sub-item menu-link">SQL Joins</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22658">
3147<a href="https://machinelearningplus.com/sql/sql-inner-join/" class="elementor-sub-item menu-link">SQL Inner Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22657"><a href="https://machinelearningplus.com/sql/sql-left-join/" class="elementor-sub-item menu-link">SQL Left Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22656"><a href="https://machinelearningplus.com/sql/sql-right-join/" class="elementor-sub-item menu-link">SQL Right Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22655"><a href="https://machinelearningplus.com/sql/sql-full-join/" class="elementor-sub-item menu-link">SQL Full Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22654"><a href="https://machinelearningplus.com/sql/sql-self-join/" class="elementor-sub-item menu-link">SQL Self Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22653"><a href="https://machinelearningplus.com/sql/sql-union/" class="elementor-sub-item menu-link">SQL UNION</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22652"><a href="https://machinelearningplus.com/sql/sql-group-by/" class="elementor-sub-item menu-link">SQL GROUP BY</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22651"><a href="https://machinelearningplus.com/sql/sql-having/" class="elementor-sub-item menu-link">SQL HAVING</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22650"><a href="https://machinelearningplus.com/sql/sql-exists/" class="elementor-sub-item menu-link">SQL EXISTS</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22649"><a href="https://machinelearningplus.com/sql/sql-any-all-operators/" class="elementor-sub-item menu-link">SQL ANY, ALL Operators</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24010"><a href="https://machinelearningplus.com/sql/how-to-transpose-columns-to-rows-in-sql/" class="elementor-sub-item menu-link">How to transpose columns to rows in SQL?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24011"><a href="https://machinelearningplus.com/sql/how-to-select-only-rows-with-max-value-on-a-column/" class="elementor-sub-item menu-link">How to select only rows with max value on a column?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24477"><a href="https://machinelearningplus.com/sql/sql-select-into/" class="elementor-sub-item menu-link">SQL Select Into</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24478"><a href="https://machinelearningplus.com/sql/sql-insert-into-select/" class="elementor-sub-item menu-link">SQL Insert Into Select</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24479"><a href="https://machinelearningplus.com/sql/sql-case/" class="elementor-sub-item menu-link">SQL Case</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24480"><a href="https://machinelearningplus.com/sql/sql-null-functions/" class="elementor-sub-item menu-link">SQL Null Functions</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24481"><a href="https://machinelearningplus.com/sql/sql-comments/" class="elementor-sub-item menu-link">SQL Comments</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24482"><a href="https://machinelearningplus.com/sql/sql-operators/" class="elementor-sub-item menu-link">SQL Operators</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24483"><a href="https://machinelearningplus.com/sql/sql-create-table/" class="elementor-sub-item menu-link">SQL Create Table</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24484"><a href="https://machinelearningplus.com/sql/sql-drop-table/" class="elementor-sub-item menu-link">SQL Drop Table</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24485">
3147<a href="https://machinelearningplus.com/sql/sql-primary-key/" class="elementor-sub-item menu-link">SQL Primary Key</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24486"><a href="https://machinelearningplus.com/sql/sql-foreign-key/" class="elementor-sub-item menu-link">SQL Foreign Key</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24504"><a href="https://machinelearningplus.com/sql/how-to-sort-multiple-columns-in-sql-and-in-different-directions/" class="elementor-sub-item menu-link">Sort multiple columns in SQL and in different directions?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24505"><a href="https://machinelearningplus.com/sql/how-to-count-the-number-of-work-days-between-two-dates/" class="elementor-sub-item menu-link">Count the number of work days between two dates?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24506"><a href="https://machinelearningplus.com/sql/how-to-compute-maximum-of-multiple-columns-aks-row-wise-max/" class="elementor-sub-item menu-link">Compute maximum of multiple columns, aks row wise max?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24507"><a href="https://machinelearningplus.com/sql/how-to-use-the-group-by-clause-on-multiple-columns-in-sql/" class="elementor-sub-item menu-link">GROUP BY clause on multiple columns in SQL?</a></li></ul></li><li class="menu-item menu-item-type-taxonomy menu-item-object-category menu-item-has-children menu-item-23617"><a aria-expanded="false" href="https://machinelearningplus.com/category/linear-algebra/" class="elementor-item menu-link">Linear Algebra</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23631"><a href="https://machinelearningplus.com/linear-algebra/introduction-to-linear-algebra/" class="elementor-sub-item menu-link">01. Introduction to Linear Algebra</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23630"><a href="https://machinelearningplus.com/linear-algebra/types-of-tensors/" class="elementor-sub-item menu-link">02. Types of Tensors</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23629"><a href="https://machinelearningplus.com/linear-algebra/scalars/" class="elementor-sub-item menu-link">03. Scalars</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23628"><a href="https://machinelearningplus.com/linear-algebra/vectors/" class="elementor-sub-item menu-link">04. Vectors</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23627"><a href="https://machinelearningplus.com/linear-algebra/vectors-linear-algebra/" class="elementor-sub-item menu-link">05. Vectors Linear Algebra</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23626"><a href="https://machinelearningplus.com/linear-algebra/matrix-types/" class="elementor-sub-item menu-link">06. Matrix Types</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23625"><a href="https://machinelearningplus.com/linear-algebra/matrix-operations/" class="elementor-sub-item menu-link">07. Matrix Operations</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23624"><a href="https://machinelearningplus.com/linear-algebra/orthogonal-matrix/" class="elementor-sub-item menu-link">08. Orthogonal and Ortrhonormal Matrix</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23623"><a href="https://machinelearningplus.com/linear-algebra/eigenvectors-and-eigenvalues/" class="elementor-sub-item menu-link">09. Eigenvectors and Eigenvalues</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23622"><a href="https://machinelearningplus.com/linear-algebra/affine-transformation/" class="elementor-sub-item menu-link">10. Affine Transformation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23621">
3147<a href="https://machinelearningplus.com/linear-algebra/singular-value-decomposition/" class="elementor-sub-item menu-link">11. Singular Value Decomposition (SVD)</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23620"><a href="https://machinelearningplus.com/linear-algebra/system-of-equations/" class="elementor-sub-item menu-link">12. System of Equations</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23619"><a href="https://machinelearningplus.com/linear-algebra/linear-regression-algorithm/" class="elementor-sub-item menu-link">13. Linear Regression Algorithm</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23618"><a href="https://machinelearningplus.com/linear-algebra/principal-component-analysis/" class="elementor-sub-item menu-link">14. Principal Component Analysis</a></li></ul></li></ul></nav><div class="elementor-menu-toggle" role="button" tabindex="0" aria-label="Menu Toggle" aria-expanded="false"> 3148<i class="eicon-menu-bar" aria-hidden="true"></i> 3149<span class="elementor-screen-only">Menu</span></div><nav class="elementor-nav-menu--dropdown elementor-nav-menu__container" role="navigation" aria-hidden="true"><ul id="menu-2-1d7983c" class="elementor-nav-menu"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21043"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Getting Started</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21191"><a href="https://machinelearningplus.com/machine-learning/how-to-formulate-machine-learning-problem/" class="elementor-sub-item menu-link">#1. How to formulate machine learning problem</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21192"><a href="https://machinelearningplus.com/machine-learning/setup-python/" class="elementor-sub-item menu-link">#2. Setup Python environment for ML</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21193"><a href="https://machinelearningplus.com/machine-learning/exploratory-data-analysis-eda/" class="elementor-sub-item menu-link">#3. Exploratory Data Analysis (EDA)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21194"><a href="https://machinelearningplus.com/data-manipulation/how-to-reduce-the-memory-size-of-pandas-data-frame/" class="elementor-sub-item menu-link">#4. How to reduce the memory size of Pandas Data frame</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21195"><a href="https://machinelearningplus.com/machine-learning/missing-data-imputation-how-to-handle-missing-values-in-python/" class="elementor-sub-item menu-link">#5. Missing Data Imputation Approaches</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21196"><a href="https://machinelearningplus.com/machine-learning/interpolation-in-python-how-to-interpolate-missing-data-formula-approaches/" class="elementor-sub-item menu-link">#6. Interpolation in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21197"><a href="https://machinelearningplus.com/machine-learning/mice-imputation/" class="elementor-sub-item menu-link">#7. MICE imputation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23008"><a href="https://machinelearningplus.com/machine-learning/how-to-detect-outliers-using-iqr-and-boxplots/" class="elementor-sub-item menu-link">#8. How to detect outliers using IQR and Boxplots?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23232"><a href="https://machinelearningplus.com/machine-learning/how-to-detect-outliers-with-z-score/" class="elementor-sub-item menu-link">#9. How to detect outliers with z-score</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21044"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Beginners Corner</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21109">
3149<a href="https://machinelearningplus.com/machine-learning/how-to-formulate-machine-learning-problem/" class="elementor-sub-item menu-link">How to formulate machine learning problem</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21110"><a href="https://machinelearningplus.com/machine-learning/setup-python/" class="elementor-sub-item menu-link">Setup Python environment for ML</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21111"><a href="https://machinelearningplus.com/general/what-is-a-data-scientist-roles-responsibilities-skillsets-career-path-and-salary/" class="elementor-sub-item menu-link">What is a Data Scientist?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21112"><a href="https://machinelearningplus.com/general/the-story-of-how-data-scientists-came-into-existence/" class="elementor-sub-item menu-link">The story of how Data Scientists came into existence</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21113"><a href="https://machinelearningplus.com/machine-learning/task-checklist-for-almost-any-machine-learning-project/" class="elementor-sub-item menu-link">Task Checklist for Almost Any Machine Learning Project</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21114"><a href="https://machinelearningplus.com/machine-learning/data-science-roadmap-how-to-become-a-data-scientist/" class="elementor-sub-item menu-link">Data Science Roadmap (2023)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21115"><a href="https://machinelearningplus.com/machine-learning/why-learn-math-behind-machine-learning-and-ai/" class="elementor-sub-item menu-link">Why learn the math behind Machine Learning and AI?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21116"><a href="https://machinelearningplus.com/machine-learning/mistakes-programmers-make-when-starting-machine-learning/" class="elementor-sub-item menu-link">Mistakes programmers make when starting machine learning</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21117"><a href="https://machinelearningplus.com/machine-learning/machine-learning-use-cases-big-list-of-applications-by-vertical-and-industry/" class="elementor-sub-item menu-link">Machine Learning Use Cases</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21118"><a href="https://machinelearningplus.com/python/how-to-deal-with-big-data-in-python/" class="elementor-sub-item menu-link">How to deal with Big Data in Python for ML Projects (100+ GB)?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21119"><a href="https://machinelearningplus.com/machine-learning/main-pitfalls-in-machine-learning-projects/" class="elementor-sub-item menu-link">Main Pitfalls in Machine Learning Projects</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-23890"><a aria-expanded="false" href="https://edu.machinelearningplus.com/s/pages/ds-career-path" class="elementor-item menu-link">Courses</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23889"><a href="https://edu.machinelearningplus.com/courses/foundations-of-machine-learning-60ee63930cf219bfb8976e20" class="elementor-sub-item menu-link">1. Foundations of Machine Learning</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23891"><a href="https://edu.machinelearningplus.com/courses/Python-Programming-628f8abb0cf22aee960e8234" class="elementor-sub-item menu-link">2. Python Programming</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23892"><a href="https://edu.machinelearningplus.com/courses/Numpy-for-Data-Science-60f52e910cf2fd18f9746aa8" class="elementor-sub-item menu-link">3. NumPy for Data Science</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23901">
3149<a href="https://edu.machinelearningplus.com/courses/Pandas-for-Data-Science-60d86a880cf221904e2d2659" class="elementor-sub-item menu-link">4. Pandas for Data Science</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23902"><a href="https://edu.machinelearningplus.com/courses/Linux-command-line-63c19eb7e4b0fe07b03d04d1" class="elementor-sub-item menu-link">5. Linux Command</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23903"><a href="https://edu.machinelearningplus.com/courses/SQL-for-Data-Science---I-64e44a6ae4b029e71084e061" class="elementor-sub-item menu-link">6. SQL for Data Science – Level 1</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23904"><a href="https://edu.machinelearningplus.com/courses/SQL-for-Data-Science---Level-2-64eda5c3e4b0acf4a9d5a44a" class="elementor-sub-item menu-link">7. SQL for Data Science – Level 2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23905"><a href="https://edu.machinelearningplus.com/courses/SQL-for-Data-Science---Level-3-1693983225181-64f821f9e4b0bfa66a900c29" class="elementor-sub-item menu-link">8. SQL for Data Science – Level 3</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24528"><a href="https://edu.machinelearningplus.com/courses/SQL-for-Data-Science---Window-Functions-6512753de4b01fed60989c71" class="elementor-sub-item menu-link">9. SQL for Data Science – Window Functions</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23906"><a href="https://edu.machinelearningplus.com/courses/data-pre-processing-and-eda-612b0d930cf214574f1e2523" class="elementor-sub-item menu-link">10. Data Pre-processing and EDA</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23907"><a href="https://edu.machinelearningplus.com/courses/Linear-Regression-and-Regularisation-61976a530cf2030e987c0dd5" class="elementor-sub-item menu-link">11. Linear regression and regularisation</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23908"><a href="https://edu.machinelearningplus.com/courses/Logistic-Regression-620f24580cf272600f1590a5" class="elementor-sub-item menu-link">12. Classification: Logistic Regression</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23909"><a href="https://edu.machinelearningplus.com/courses/Imbalanced-Classification-622b964f0cf227403a6a8276" class="elementor-sub-item menu-link">13. Imbalanced Classification</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23910"><a href="https://edu.machinelearningplus.com/courses/Supervised-ML-Algorithms-62765b290cf27999e58a71d2" class="elementor-sub-item menu-link">14. Supervised ML Algorithms</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23911"><a href="https://edu.machinelearningplus.com/courses/Ensemble-Learning-628f8aec0cf24ec2c425a373" class="elementor-sub-item menu-link">15. Ensemble Learning</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23912"><a href="https://edu.machinelearningplus.com/courses/ml-deployment-aws-ec2-6291bfdc0cf28d974b1f9447" class="elementor-sub-item menu-link">16. ML Deployment in AWS EC2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23913"><a href="https://edu.machinelearningplus.com/courses/Deploy-ML-Models-in-AWS-Lamda-62a2e0de0cf21f5a5bc8bb70" class="elementor-sub-item menu-link">17. Deploy in AWS Lamda</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23914"><a href="https://edu.machinelearningplus.com/courses/Deploy-ML-models-in-AWS-Sagemaker-62c535990cf2aca93945da47" class="elementor-sub-item menu-link">18. Deploy in AWS Sagemaker</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24529"><a href="https://edu.machinelearningplus.com/courses/PySpark-for-Machine-Learning---Level-I-652ea5e4e4b025ebcd522a94" class="elementor-sub-item menu-link">19. PySpark for Data Science –
3149 I: Fundamentals</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24530"><a href="https://edu.machinelearningplus.com/courses/PySpark-for-Data-Science---II-Statistics-for-Big-Data-6538a705e4b0289585b852cb" class="elementor-sub-item menu-link">20. PySpark for Data Science – II: Statistics for Big Data</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23915"><a href="https://edu.machinelearningplus.com/courses/Introduction-to-Time-Series-Analysis-62fe0f67e4b00a41f545c8a2" class="elementor-sub-item menu-link">21. Introduction to Time Series Analaysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23916"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series-Analysis-Part1-64195c12e4b0c09eb19a078d" class="elementor-sub-item menu-link">22. Time Series Analysis – I (Beginners)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23917"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series-Analysis-Part-2-6433bfb8e4b0fc4ff3d2ff3e" class="elementor-sub-item menu-link">23. Time Series Analysis – II (Intermediate )</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23918"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series-Forecasting-Part-1---Statistical-Models-1681722290492-643d0bb2e4b0687fa0313bd9" class="elementor-sub-item menu-link">24. Time Series Forecasting Part 1: Statistical Models</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23919"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series-Forecasting-Part-2---Complete-ARIMA-Modeling-and-Tests-1684138875722-6461eb7be4b08ceb88377a56" class="elementor-sub-item menu-link">25. Time Series Forecasting Part 2: ARIMA modeling and Tests</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23920"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Multi-Time-Series-Forecasting---Vector-Auto-Regression-64880db3e4b0618a5161d41b" class="elementor-sub-item menu-link">26. Time Series Forecasting Part 3: Vector Auto Regression</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23921"><a href="https://edu.machinelearningplus.com/courses/Deep-Dive-into-Time-Series---Singular-Spectrum-Analysis-64a3d105e4b05989724fc407" class="elementor-sub-item menu-link">27. Time Series Analysis – III: Singular Spectrum Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23922"><a href="https://edu.machinelearningplus.com/courses/Feature-Engineering-and-Intervention-Analysis-for-Time-Series-Projects---Part-1-1689663510598-64b63816e4b0493d3bdf0c22" class="elementor-sub-item menu-link">28. Feature Engineering for Time Series Project: I</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23923"><a href="https://edu.machinelearningplus.com/courses/Feature-Engineering-and-Intervention-Analysis-for-Time-Series-Projects---Part-2-64c0bb33e4b06ae8ef38eb5e" class="elementor-sub-item menu-link">29. Feature Engineering for Time Series Projects: II</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23924"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Estimating-Customer-Lifetime-Value-for-Business" class="elementor-sub-item menu-link">31. Estimating customer lifetime value for business</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23925"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Microsoft-Malware-Detection-Project" class="elementor-sub-item menu-link">32. Microsoft malware detection project</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23926"><a href="https://edu.machinelearningplus.com/s/store/courses/description/credit-card-fraud-detection" class="elementor-sub-item menu-link">33. Credit card fraud detection</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23927">
3149<a href="https://edu.machinelearningplus.com/s/store/courses/description/Restaurant-Visitor-Forecasting" class="elementor-sub-item menu-link">34. Restaurant Visitor Forecasting</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23928"><a href="https://edu.machinelearningplus.com/courses/Optimizing-Marketing-Budget-Spend-with-Market-Mix-Modelling-63285657e4b06a9c72d4c560" class="elementor-sub-item menu-link">35. Optimizing Marketing Budget Spend with Marketing Mix Modeling</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23929"><a href="https://edu.machinelearningplus.com/courses/Predict-Rating-given-Amazon-Product-Reviews-using-NLP-6303266fe4b0671e1515c950" class="elementor-sub-item menu-link">36. Predict Rating given Amazon Product review using NLP</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23930"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Foundations-of-Deep-Learning-in-Python" class="elementor-sub-item menu-link">37. Foundations of Deep Learning in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23931"><a href="https://edu.machinelearningplus.com/s/store/courses/description//Foundation-of-Deep-Learning-Part-2" class="elementor-sub-item menu-link">38. Foundations of Deep Learning: Part 2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23932"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Applied-Deep-Learning-with-PyTorch" class="elementor-sub-item menu-link">39. Applied Deep Learning with PyTorch</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23933"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Detecting-Defects-in-Steel-Sheets-with-Computer-Vision" class="elementor-sub-item menu-link">40. Detecting defects in Steel sheet with Computer vision</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23934"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Project-Text-Generation-using-Language-Models-with-LSTM" class="elementor-sub-item menu-link">41. Project Text Generation using Language models with LSTM</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23935"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Project-Classifying-Sentiment-of-Reviews-using-BERT-NLP" class="elementor-sub-item menu-link">42. Project Classifying Sentiment of reviews using BERT NLP</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23936"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Spacy-for-NLP" class="elementor-sub-item menu-link">43. Spacy for NLP</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23937"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Base-R-Programming" class="elementor-sub-item menu-link">44. Base R Programming</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23938"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Dplyr-for-data-wrangling" class="elementor-sub-item menu-link">45. Dplyr for Data Wrangling</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23939"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Wrangling-data-with-DataTable" class="elementor-sub-item menu-link">46. Wrangling Data with Data Table</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23940"><a href="https://edu.machinelearningplus.com/s/store/courses/description/GGPlot2-visualization-for-data-analysis" class="elementor-sub-item menu-link">47. GGPlot2 Visualization for Data Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23941"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Statistical-Foundations-for-ML-in-R" class="elementor-sub-item menu-link">48. Statistical foundation for ML in R</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23942">
3149<a href="https://edu.machinelearningplus.com/s/store/courses/description/Statistical-modeling-with-linear--logistics-regression" class="elementor-sub-item menu-link">49. Regression Model in R</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-23943"><a href="https://edu.machinelearningplus.com/s/store/courses/description/Caret-package-in-R" class="elementor-sub-item menu-link">50. Caret Package in R</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21045"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Python</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21047"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Introduction to Python</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21050"><a href="https://machinelearningplus.com/machine-learning/setup-python/" class="elementor-sub-item menu-link">Setup Python environment for ML</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21048"><a href="https://machinelearningplus.com/python/decorators-in-python-how-to-enhance-functions-without-changing-the-code/" class="elementor-sub-item menu-link">Decorators in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21051"><a href="https://machinelearningplus.com/python/generators-in-python/" class="elementor-sub-item menu-link">Generators in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21052"><a href="https://machinelearningplus.com/python/iterators-in-python-iterables-vs-iterators/" class="elementor-sub-item menu-link">Iterators in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21054"><a href="https://machinelearningplus.com/python/python-module-packages/" class="elementor-sub-item menu-link">Python Module</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21049"><a href="https://machinelearningplus.com/python/object-oriented-programming-oops-in-python/" class="elementor-sub-item menu-link">Object Oriented Programming (OOPS) in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21182">
3149<a href="https://machinelearningplus.com/python/list-comprehensions-in-python/" class="elementor-sub-item menu-link">List Comprehension</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21183"><a href="https://machinelearningplus.com/python/requests-in-python/" class="elementor-sub-item menu-link">Requests in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21184"><a href="https://machinelearningplus.com/python-collections-guide/" class="elementor-sub-item menu-link">Python Collections</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21185"><a href="https://machinelearningplus.com/python/python-logging-guide/" class="elementor-sub-item menu-link">Python Logging</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21096"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Plots</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21053"><a href="https://machinelearningplus.com/plots/matplotlib-plotting-tutorial/" class="elementor-sub-item menu-link">Matplotlib Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21154"><a href="https://machinelearningplus.com/plots/matplotlib-histogram-python-examples/" class="elementor-sub-item menu-link">Matplotlib Histogram</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21155"><a href="https://machinelearningplus.com/plots/bar-plot-in-python/" class="elementor-sub-item menu-link">Bar Plot in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21156"><a href="https://machinelearningplus.com/plots/python-boxplot/" class="elementor-sub-item menu-link">Python Boxplot</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21157"><a href="https://machinelearningplus.com/waterfall-plot-in-python/" class="elementor-sub-item menu-link">Waterfall Plot in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21158"><a href="https://machinelearningplus.com/plots/top-50-matplotlib-visualizations-the-master-plots-python/" class="elementor-sub-item menu-link">Top 50 matplotlib Visualizations</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21159"><a href="https://machinelearningplus.com/plots/matplotlib-tutorial-complete-guide-python-plot-examples/" class="elementor-sub-item menu-link">Matplotlib Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21160"><a href="https://machinelearningplus.com/plots/matplotlib-pyplot/" class="elementor-sub-item menu-link">Matplotlib Pyplot</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21161"><a href="https://machinelearningplus.com/plots/python-scatter-plot/" class="elementor-sub-item menu-link">Python Scatter Plot</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21162"><a href="https://machinelearningplus.com/plots/subplots-python-matplotlib/" class="elementor-sub-item menu-link">Matplotlib Subplots</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21099"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Data Wrangling</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21172"><a href="https://machinelearningplus.com/python/101-numpy-exercises-python/" class="elementor-sub-item menu-link">101 NumPy Exercises for Data Analysis (Python)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21174"><a href="https://machinelearningplus.com/python/101-pandas-exercises-python/" class="elementor-sub-item menu-link">101 Pandas Exercises for Data Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21173">
3149<a href="https://machinelearningplus.com/python/101-pandas-exercises-python/" class="elementor-sub-item menu-link">101 Pandas Exercises for Data Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21175"><a href="https://machinelearningplus.com/python/dask-tutorial/" class="elementor-sub-item menu-link">Dask</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21176"><a href="https://machinelearningplus.com/python/modin-speedup-pandas/" class="elementor-sub-item menu-link">Modin</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21177"><a href="https://machinelearningplus.com/python/numpy-tutorial-part1-array-python-examples/" class="elementor-sub-item menu-link">Numpy Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21178"><a href="https://machinelearningplus.com/data-manipulation/datatable-in-r-complete-guide/" class="elementor-sub-item menu-link">data.table in R</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21179"><a href="https://machinelearningplus.com/data-manipulation/101-python-datatable-exercises-pydatatable/" class="elementor-sub-item menu-link">101 Python datatable Exercises (pydatatable)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21180"><a href="https://machinelearningplus.com/data-manipulation/101-r-data-table-exercises/" class="elementor-sub-item menu-link">101 R data.table Exercises</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21064"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Advanced Python</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21065"><a href="https://machinelearningplus.com/deployment/conda-create-environment-and-everything-you-need-to-know-to-manage-conda-virtual-environment/" class="elementor-sub-item menu-link">Conda create environment and everything you need to know to manage conda virtual environment</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21066"><a href="https://machinelearningplus.com/python/python-property/" class="elementor-sub-item menu-link">Python @Property Explained</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21067"><a href="https://machinelearningplus.com/python/python-debugger-pdb/" class="elementor-sub-item menu-link">pdb â How to use Python debugger</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21068"><a href="https://machinelearningplus.com/python-json-guide/" class="elementor-sub-item menu-link">Python JSON â Guide</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21069"><a href="https://machinelearningplus.com/python/cprofile-how-to-profile-your-python-code/" class="elementor-sub-item menu-link">cProfile â How to profile your python code</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21186"><a href="https://machinelearningplus.com/python/what-does-yield-keyword-do/" class="elementor-sub-item menu-link">Python Yield</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21187"><a href="https://machinelearningplus.com/python/lambda-function/" class="elementor-sub-item menu-link">Lambda Function in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21188"><a href="https://machinelearningplus.com/python/python-global-interpreter-lock-gil/" class="elementor-sub-item menu-link">What does Python Global Interpreter Lock</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21368"><a href="https://machinelearningplus.com/python/install-opencv-python/" class="elementor-sub-item menu-link">Install opencv python</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21409">
3149<a href="https://machinelearningplus.com/python/install-pip-mac-how-to-install-pip-in-macos-a-comprehensive-guide/" class="elementor-sub-item menu-link">Install pip mac</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21410"><a href="https://machinelearningplus.com/python/scrapy-vs-beautiful-soup-which-is-better-for-web-scraping/" class="elementor-sub-item menu-link">Scrapy vs. Beautiful Soup</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21411"><a href="https://machinelearningplus.com/python/add-python-to-path-how-to-add-python-to-the-path-environment-variable-in-windows/" class="elementor-sub-item menu-link">Add Python to PATH</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21496"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">PySpark</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21470"><a href="https://machinelearningplus.com/pyspark/introduction-to-pyspark/" class="elementor-sub-item menu-link">Introduction to Pyspark</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21471"><a href="https://machinelearningplus.com/pyspark/power-of-pyspark/" class="elementor-sub-item menu-link">Power of Pyspark</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21487"><a href="https://machinelearningplus.com/pyspark/install-pyspark-on-windows/" class="elementor-sub-item menu-link">Install PySpark on Windows</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21483"><a href="https://machinelearningplus.com/pyspark/install-pyspark-on-mac/" class="elementor-sub-item menu-link">Install PySpark on MAC</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21484"><a href="https://machinelearningplus.com/pyspark/install-pyspark-on-linux/" class="elementor-sub-item menu-link">Install PySpark on Linux</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21489"><a href="https://machinelearningplus.com/pyspark/what-is-sparksession/" class="elementor-sub-item menu-link">What is Sparksession</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21756"><a href="https://machinelearningplus.com/pyspark/read-and-write-files-using-pyspark/" class="elementor-sub-item menu-link">Read and Write files using PySpark</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21710"><a href="https://machinelearningplus.com/pyspark/pyspark-show/" class="elementor-sub-item menu-link">Pyspark Show</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21604"><a href="https://machinelearningplus.com/pyspark/run-sql-queries-with-pyspark/" class="elementor-sub-item menu-link">Run SQL Queries with PySpark</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21603"><a href="https://machinelearningplus.com/pyspark/pyspark-pandas-api/" class="elementor-sub-item menu-link">PySpark Pandas API</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21602"><a href="https://machinelearningplus.com/pyspark/select-columns-in-pyspark-dataframe/" class="elementor-sub-item menu-link">Select columns in PySpark dataframe</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21757"><a href="https://machinelearningplus.com/pyspark/pyspark-withcolumn/" class="elementor-sub-item menu-link">PySpark withColumn()</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21711"><a href="https://machinelearningplus.com/pyspark/pyspark-drop-columns/" class="elementor-sub-item menu-link">Pyspark Drop Columns</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21713"><a href="https://machinelearningplus.com/pyspark/pyspark-rename-columns/" class="elementor-sub-item menu-link">PySpark Rename Columns</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21712">
3149<a href="https://machinelearningplus.com/pyspark/pyspark-filter-vs-where/" class="elementor-sub-item menu-link">PySpark Filter vs Where</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21758"><a href="https://machinelearningplus.com/pyspark/pyspark-orderby-and-sort/" class="elementor-sub-item menu-link">PySpark orderBy() and sort()</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21759"><a href="https://machinelearningplus.com/pyspark/pyspark-groupby/" class="elementor-sub-item menu-link">PySpark GroupBy()</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21760"><a href="https://machinelearningplus.com/pyspark/pyspark-pivot/" class="elementor-sub-item menu-link">PySpark Pivot</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21761"><a href="https://machinelearningplus.com/pyspark/pyspark-joins/" class="elementor-sub-item menu-link">PySpark Joins</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21762"><a href="https://machinelearningplus.com/pyspark/pyspark-union/" class="elementor-sub-item menu-link">PySpark Union</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21807"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-mysql/" class="elementor-sub-item menu-link">PySpark Connect to MySQL</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21808"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-postgresql/" class="elementor-sub-item menu-link">PySpark Connect to PostgreSQL</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21928"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-sql-serve/" class="elementor-sub-item menu-link">PySpark Connect to SQL Serve</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21927"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-redshift/" class="elementor-sub-item menu-link">PySpark Connect to Redshift</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21926"><a href="https://machinelearningplus.com/pyspark/pyspark-connect-to-snowflake/" class="elementor-sub-item menu-link">PySpark Connect to Snowflake</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21925"><a href="https://machinelearningplus.com/pyspark/pyspark-linear-regression/" class="elementor-sub-item menu-link">PySpark Linear Regression</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21924"><a href="https://machinelearningplus.com/pyspark/pyspark-logistic-regression/" class="elementor-sub-item menu-link">PySpark Logistic Regression</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21923"><a href="https://machinelearningplus.com/pyspark/pyspark-decision-tree/" class="elementor-sub-item menu-link">PySpark Decision Tree</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21922"><a href="https://machinelearningplus.com/pyspark/pyspark-ridge-regression/" class="elementor-sub-item menu-link">PySpark Ridge Regression</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21921"><a href="https://machinelearningplus.com/pyspark/pyspark-lasso-regression/" class="elementor-sub-item menu-link">PySpark Lasso Regression</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21920"><a href="https://machinelearningplus.com/pyspark/pyspark-random-forest/" class="elementor-sub-item menu-link">PySpark Random Forest</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21919"><a href="https://machinelearningplus.com/pyspark/pyspark-gradient-boosting-model/" class="elementor-sub-item menu-link">PySpark Gradient Boosting model</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21918">
3149<a href="https://machinelearningplus.com/pyspark/pyspark-mllib-k-means-clustering/" class="elementor-sub-item menu-link">PySpark Mllib K-Means Clustering</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21953"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-mean/" class="elementor-sub-item menu-link">PySpark Statistics Mean</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21952"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-median/" class="elementor-sub-item menu-link">PySpark Statistics Median</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21951"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-mode/" class="elementor-sub-item menu-link">PySpark Statistics Mode</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21950"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-standard-deviation/" class="elementor-sub-item menu-link">PySpark Statistics Standard Deviation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21997"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-variance/" class="elementor-sub-item menu-link">PySpark Statistics Variance</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21996"><a href="https://machinelearningplus.com/pyspark/pyspark-statistics-deciles-and-quartiles/" class="elementor-sub-item menu-link">PySpark Statistics Deciles and Quartiles</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21995"><a href="https://machinelearningplus.com/pyspark/pyspark-correlation/" class="elementor-sub-item menu-link">PySpark Correlation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22064"><a href="https://machinelearningplus.com/pyspark/pyspark-chi-square-test/" class="elementor-sub-item menu-link">PySpark Chi-Square Test</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22062"><a href="https://machinelearningplus.com/pyspark/pyspark-variable-type-identification/" class="elementor-sub-item menu-link">PySpark Variable type Identification</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22060"><a href="https://machinelearningplus.com/pyspark/pyspark-outlier-detection-and-treatment/" class="elementor-sub-item menu-link">PySpark Outlier Detection and Treatment</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22061"><a href="https://machinelearningplus.com/pyspark/pyspark-missing-data-imputation/" class="elementor-sub-item menu-link">PySpark Missing Data Imputation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22063"><a href="https://machinelearningplus.com/pyspark/pyspark-variance-inflation-factor/" class="elementor-sub-item menu-link">PySpark Variance Inflation Factor (VIF)</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22059"><a href="https://machinelearningplus.com/pyspark/pyspark-stringindexer/" class="elementor-sub-item menu-link">PySpark StringIndexer</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22073"><a href="https://machinelearningplus.com/pyspark/pyspark-onehot-encoding/" class="elementor-sub-item menu-link">PySpark OneHot Encoding</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23667"><a href="https://machinelearningplus.com/pyspark/pyspark-exercises-101-pyspark-exercises-for-data-analysis/" class="elementor-sub-item menu-link">PySpark Exercises â 101 PySpark Exercises for Data Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21391"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Others</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21097"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Deployment</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21163">
3149<a href="https://machinelearningplus.com/deployment/population-stability-index-psi/" class="elementor-sub-item menu-link">Population Stability Index (PSI)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21164"><a href="https://machinelearningplus.com/deployment/deploy-ml-model-aws-ec2-instance/" class="elementor-sub-item menu-link">Deploy ML model in AWS Ec2</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21098"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Julia</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21165"><a href="https://machinelearningplus.com/julia/julia-programming-language/" class="elementor-sub-item menu-link">Julia â Programming Language</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21166"><a href="https://machinelearningplus.com/linear-regression-in-julia/" class="elementor-sub-item menu-link">Linear Regression in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21167"><a href="https://machinelearningplus.com/julia/logistic-regression-in-julia-practical-guide-with-examples/" class="elementor-sub-item menu-link">Logistic Regression in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21168"><a href="https://machinelearningplus.com/julia/for-loop-in-julia/" class="elementor-sub-item menu-link">For-Loop in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21169"><a href="https://machinelearningplus.com/julia/while-loop-in-julia/" class="elementor-sub-item menu-link">While-loop in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21170"><a href="https://machinelearningplus.com/julia/function-in-julia/" class="elementor-sub-item menu-link">Function in Julia</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21171"><a href="https://machinelearningplus.com/julia/dataframes-in-julia/" class="elementor-sub-item menu-link">DataFrames in Julia</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21393"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Linux</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21394"><a href="https://machinelearningplus.com/linux/ls-command-in-linux/" class="elementor-sub-item menu-link">ls command in Linux â Mastering the âlsâ command in Linux</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21429"><a href="https://machinelearningplus.com/linux/mkdir-command-in-linux/" class="elementor-sub-item menu-link">mkdir command in Linux â A comprehensive guide for mkdir command</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21430"><a href="https://machinelearningplus.com/linux/cd-command-in-linux/" class="elementor-sub-item menu-link">cd command in linux â Mastering the âcdâ command in Linux</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-21431"><a href="https://machinelearningplus.com/linux/cat-command-in-linux/" class="elementor-sub-item menu-link">cat command in Linux â Mastering the âcatâ command in Linux</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21424"><a href="https://machinelearningplus.com/linux/linux-commands/" class="elementor-sub-item menu-link">Linux Commands List with Examples</a></li></ul></li></ul></li></ul></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21070"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Machine Learning</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21094"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Deep Learning</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21136">
3149<a href="https://machinelearningplus.com/deep-learning/tensorflow1-vs-tensorflow2-vs-pytorch/" class="elementor-sub-item menu-link">TensorFlow vs PyTorch</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21137"><a href="https://machinelearningplus.com/deep-learning/how-use-tf-function-to-speed-up-python-code-tensorflow/" class="elementor-sub-item menu-link">How to use tf.function to speed up Python code in Tensorflow</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21138"><a href="https://machinelearningplus.com/deep-learning/linear-regression-tensorflow/" class="elementor-sub-item menu-link">How to implement Linear Regression in TensorFlow</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21095"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">NLP</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21139"><a href="https://machinelearningplus.com/nlp/natural-language-processing-guide/" class="elementor-sub-item menu-link">Complete Guide to Natural Language Processing (NLP)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21140"><a href="https://machinelearningplus.com/nlp/text-summarization-approaches-nlp-example/" class="elementor-sub-item menu-link">Text Summarization Approaches for NLP</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21141"><a href="https://machinelearningplus.com/nlp/nlp-exercises/" class="elementor-sub-item menu-link">101 NLP Exercises (using modern libraries)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21142"><a href="https://machinelearningplus.com/nlp/gensim-tutorial/" class="elementor-sub-item menu-link">Gensim Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21143"><a href="https://machinelearningplus.com/nlp/topic-modeling-python-sklearn-examples/" class="elementor-sub-item menu-link">LDA in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21144"><a href="https://machinelearningplus.com/nlp/topic-modeling-gensim-python/" class="elementor-sub-item menu-link">Topic Modeling with Gensim (Python)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21145"><a href="https://machinelearningplus.com/nlp/lemmatization-examples-python/" class="elementor-sub-item menu-link">Lemmatization Approaches with Examples in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21146"><a href="https://machinelearningplus.com/nlp/topic-modeling-visualization-how-to-present-results-lda-models/" class="elementor-sub-item menu-link">Topic modeling visualization</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21147"><a href="https://machinelearningplus.com/nlp/cosine-similarity/" class="elementor-sub-item menu-link">Cosine Similarity</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21148"><a href="https://machinelearningplus.com/spacy-tutorial-nlp/" class="elementor-sub-item menu-link">
3149spaCy Tutorial</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21149"><a href="https://machinelearningplus.com/nlp/training-custom-ner-model-in-spacy/" class="elementor-sub-item menu-link">Training Custom NER models in SpaCy to auto-detect named entities</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21150"><a href="https://machinelearningplus.com/nlp/chatbot-with-rasa-and-spacy/" class="elementor-sub-item menu-link">Building chatbot with Rasa and spaCy</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21151"><a href="https://machinelearningplus.com/nlp/custom-text-classification-spacy/" class="elementor-sub-item menu-link">SpaCy Text Classification</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21073"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Algorithms</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21080"><a href="https://machinelearningplus.com/predictive-modeling/k-means-clustering/" class="elementor-sub-item menu-link">K-Means Clustering Algorithm from Scratch</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21082"><a href="https://machinelearningplus.com/machine-learning/simulated-annealing-algorithm-explained-from-scratch-python/" class="elementor-sub-item menu-link">Simulated Annealing Algorithm Explained from Scratch</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21081"><a href="https://machinelearningplus.com/predictive-modeling/how-naive-bayes-algorithm-works-with-example-and-full-code/" class="elementor-sub-item menu-link">How Naive Bayes Algorithm Works?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21088"><a href="https://machinelearningplus.com/deployment/feature-selection-using-frufs-and-vevestax/" class="elementor-sub-item menu-link">Feature selection using FRUFS and VevestaX</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21091"><a href="https://machinelearningplus.com/machine-learning/principal-components-analysis-pca-better-explained/" class="elementor-sub-item menu-link">Principal Component Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21090"><a href="https://machinelearningplus.com/machine-learning/gradient-boosting/" class="elementor-sub-item menu-link">Gradient Boosting</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21089"><a href="https://machinelearningplus.com/machine-learning/feature-selection/" class="elementor-sub-item menu-link">Feature Selection â Ten Effective Techniques with Examples</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21074"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Projects</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21085"><a href="https://machinelearningplus.com/machine-learning/evaluation-metrics-classification-models-r/" class="elementor-sub-item menu-link">Evaluation Metrics for Classification Models</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21083"><a href="https://machinelearningplus.com/deployment/deploy-ml-model-aws-ec2-instance/" class="elementor-sub-item menu-link">Deploy ML model in AWS Ec2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21086"><a href="https://machinelearningplus.com/machine-learning/portfolio-optimization-python-example/" class="elementor-sub-item menu-link">Portfolio Optimization with Python using Efficient Frontier</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21199">
3149<a href="https://machinelearningplus.com/machine-learning/bias-variance-tradeoff/" class="elementor-sub-item menu-link">Bias Variance Tradeoff</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21075"><a aria-expanded="false" href="#" class="elementor-sub-item elementor-item-anchor menu-link">Specific Topics</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21200"><a href="https://machinelearningplus.com/machine-learning/logistic-regression-tutorial-examples-r/" class="elementor-sub-item menu-link">Logistic Regression</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21201"><a href="https://machinelearningplus.com/machine-learning/complete-introduction-linear-regression-r/" class="elementor-sub-item menu-link">Complete Introduction to Linear Regression in R</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21202"><a href="https://machinelearningplus.com/machine-learning/caret-package/" class="elementor-sub-item menu-link">Caret Package</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21203"><a href="https://machinelearningplus.com/statistics/brier-score/" class="elementor-sub-item menu-link">Brier Score</a></li></ul></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21092"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Time Series</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21120"><a href="https://machinelearningplus.com/time-series/granger-causality-test/" class="elementor-sub-item menu-link">Granger Causality Test</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21121"><a href="https://machinelearningplus.com/time-series/augmented-dickey-fuller-test/" class="elementor-sub-item menu-link">Augmented Dickey Fuller Test (ADF Test)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21122"><a href="https://machinelearningplus.com/time-series/kpss-test-for-stationarity/" class="elementor-sub-item menu-link">KPSS Test for Stationarity</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21123"><a href="https://machinelearningplus.com/time-series/arima-model-time-series-forecasting-python/" class="elementor-sub-item menu-link">ARIMA Model</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21124"><a href="https://machinelearningplus.com/time-series/time-series-analysis-python/" class="elementor-sub-item menu-link">Time Series Analysis in Python</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21125"><a href="https://machinelearningplus.com/time-series/vector-autoregression-examples-python/" class="elementor-sub-item menu-link">Vector Autoregression (VAR)</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-21093"><a aria-expanded="false" href="#" class="elementor-item elementor-item-anchor menu-link">Prob and Stats</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-taxonomy menu-item-object-category menu-item-has-children menu-item-23957"><a aria-expanded="false" href="https://machinelearningplus.com/category/probability/" class="elementor-sub-item menu-link">Probability</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23968"><a href="https://machinelearningplus.com/probability/introduction-to-probability/" class="elementor-sub-item menu-link">Introduction to Probability</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23967"><a href="https://machinelearningplus.com/probability/odds-and-odds-ratios/" class="elementor-sub-item menu-link">Odds and Odds Ratios</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23966">
3149<a href="https://machinelearningplus.com/probability/independent-and-dependent-events/" class="elementor-sub-item menu-link">Independent and Dependent Events</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23965"><a href="https://machinelearningplus.com/probability/mutually-exclusive-events/" class="elementor-sub-item menu-link">Mutually Exclusive Events</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23964"><a href="https://machinelearningplus.com/probability/joint-probability/" class="elementor-sub-item menu-link">Joint Probability</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23963"><a href="https://machinelearningplus.com/probability/conditional-probability/" class="elementor-sub-item menu-link">Conditional Probability</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23962"><a href="https://machinelearningplus.com/probability/bayes-theorem/" class="elementor-sub-item menu-link">Bayesâ Theorem</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23961"><a href="https://machinelearningplus.com/probability/expected-value/" class="elementor-sub-item menu-link">Expected Value</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23960"><a href="https://machinelearningplus.com/probability/probability-frequency-distribution/" class="elementor-sub-item menu-link">Probability frequency distribution</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23959"><a href="https://machinelearningplus.com/probability/discrete-frequency-distributions/" class="elementor-sub-item menu-link">Discrete Frequency Distributions</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23958"><a href="https://machinelearningplus.com/probability/continuous-frequency-distributions/" class="elementor-sub-item menu-link">Continuous Frequency Distributions</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21126"><a href="https://machinelearningplus.com/statistics/partial-correlation/" class="elementor-sub-item menu-link">Partial Correlation</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21127"><a href="https://machinelearningplus.com/demo-videos/chi-square-test/" class="elementor-sub-item menu-link">Chi-Square Test – Theory & Math</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21128"><a href="https://machinelearningplus.com/markov-chain/" class="elementor-sub-item menu-link">Gentle Introduction to Markov Chain</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21129"><a href="https://machinelearningplus.com/statistics/what-is-p-value/" class="elementor-sub-item menu-link">What is P-Value?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21130"><a href="https://machinelearningplus.com/statistics/statistical-significance-tests-r/" class="elementor-sub-item menu-link">How to implement common statistical significance tests and find the p value?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21131"><a href="https://machinelearningplus.com/statistics/mahalanobis-distance/" class="elementor-sub-item menu-link">Mahalanobis Distance</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21132"><a href="https://machinelearningplus.com/statistics/t-test-students-understanding-the-math-and-how-it-works/" class="elementor-sub-item menu-link">T Test (Students T Test)</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21133"><a href="https://machinelearningplus.com/statistics/confidence-interval/" class="elementor-sub-item menu-link">Confidence Interval in Statistics</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21134">
3149<a href="https://machinelearningplus.com/statistics/standard-error/" class="elementor-sub-item menu-link">Standard Error in Statistics</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-21135"><a href="https://machinelearningplus.com/statistics/one-sample-t-test/" class="elementor-sub-item menu-link">One Sample T Test</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24407"><a href="https://machinelearningplus.com/statistics/descriptive-and-inferential-statistics/" class="elementor-sub-item menu-link">Descriptive and inferential statistics</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24408"><a href="https://machinelearningplus.com/statistics/types-of-data-in-statistics/" class="elementor-sub-item menu-link">Types of data in statistics</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24409"><a href="https://machinelearningplus.com/statistics/measures-of-central-tendency/" class="elementor-sub-item menu-link">Measures of central tendency</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24410"><a href="https://machinelearningplus.com/statistics/quantiles-and-percentiles/" class="elementor-sub-item menu-link">Quantiles and Percentiles</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24411"><a href="https://machinelearningplus.com/statistics/measures-of-dispersion/" class="elementor-sub-item menu-link">Measures of dispersion</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24412"><a href="https://machinelearningplus.com/statistics/skewness-and-kurtosis/" class="elementor-sub-item menu-link">Skewness and kurtosis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24413"><a href="https://machinelearningplus.com/statistics/central-limit-theorem/" class="elementor-sub-item menu-link">Central Limit Theroem</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24414"><a href="https://machinelearningplus.com/statistics/law-of-large-numbers/" class="elementor-sub-item menu-link">Law of large numbers</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24415"><a href="https://machinelearningplus.com/statistics/standard-error/" class="elementor-sub-item menu-link">Standard Error</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24416"><a href="https://machinelearningplus.com/statistics/sampling-and-sampling-distributions/" class="elementor-sub-item menu-link">Sampling and sampling distributions</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24417"><a href="https://machinelearningplus.com/statistics/correlation/" class="elementor-sub-item menu-link">Correlation</a></li></ul></li><li class="menu-item menu-item-type-taxonomy menu-item-object-category menu-item-has-children menu-item-22207"><a aria-expanded="false" href="https://machinelearningplus.com/category/sql/" class="elementor-item menu-link">SQL</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23482"><a href="https://machinelearningplus.com/sql/sql-tutorial/" class="elementor-sub-item menu-link">SQL Tutorial â The Introduction</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23672"><a href="https://machinelearningplus.com/sql/sql-subquery/" class="elementor-sub-item menu-link">SQL Subquery (advanced)</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23727"><a href="https://machinelearningplus.com/sql/sql-window-functions/" class="elementor-sub-item menu-link">SQL Window Functions (advanced)</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23894"><a href="https://machinelearningplus.com/sql/sql-window-functions-exercises/" class="elementor-sub-item menu-link">SQL Window Functions Exercises – Set 1</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23980">
3149<a href="https://machinelearningplus.com/sql/sql-window-function-exercises-and-solutions-set-2/" class="elementor-sub-item menu-link">SQL Window Functions Exercises â Set 2</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22552"><a href="https://machinelearningplus.com/sql/introduction-to-sql/" class="elementor-sub-item menu-link">Intro to SQL</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22553"><a href="https://machinelearningplus.com/sql/sql-select-statement/" class="elementor-sub-item menu-link">SQL Select</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22554"><a href="https://machinelearningplus.com/sql/sql-select-distinct/" class="elementor-sub-item menu-link">SQL Select Distinct</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22555"><a href="https://machinelearningplus.com/sql/sql-where-clause/" class="elementor-sub-item menu-link">SQL Where</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22557"><a href="https://machinelearningplus.com/sql/sql-order-by/" class="elementor-sub-item menu-link">SQL Order by</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22558"><a href="https://machinelearningplus.com/sql/sql-insert-into/" class="elementor-sub-item menu-link">SQL Insert Into</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-22556"><a href="https://machinelearningplus.com/sql/sql-and-or-not-operators/" class="elementor-sub-item menu-link">SQL AND, OR, and NOT</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22570"><a href="https://machinelearningplus.com/sql/sql-null-values/" class="elementor-sub-item menu-link">SQL Null Values</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22569"><a href="https://machinelearningplus.com/sql/sql-update/" class="elementor-sub-item menu-link">SQL Update</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22568"><a href="https://machinelearningplus.com/sql/sql-delete/" class="elementor-sub-item menu-link">SQL DELETE</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22567"><a href="https://machinelearningplus.com/sql/sql-select-top/" class="elementor-sub-item menu-link">SQL SELECT TOP</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22566"><a href="https://machinelearningplus.com/sql/sql-min-and-max/" class="elementor-sub-item menu-link">SQL MIN and MAX Functions</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22565"><a href="https://machinelearningplus.com/sql/sql-count-avg-sum/" class="elementor-sub-item menu-link">SQL Count(), Avg(), Sum()</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22564"><a href="https://machinelearningplus.com/sql/sql-like/" class="elementor-sub-item menu-link">SQL LIKE</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22563"><a href="https://machinelearningplus.com/sql/sql-wildcards/" class="elementor-sub-item menu-link">SQL Wildcards</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22562"><a href="https://machinelearningplus.com/sql/sql_in/" class="elementor-sub-item menu-link">SQL IN</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22561"><a href="https://machinelearningplus.com/sql/sql-between/" class="elementor-sub-item menu-link">SQL BETWEEN</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22560"><a href="https://machinelearningplus.com/sql/sql-aliases/" class="elementor-sub-item menu-link">SQL Aliases</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22559"><a href="https://machinelearningplus.com/sql/sql-joins/" class="elementor-sub-item menu-link">SQL Joins</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22658">
3149<a href="https://machinelearningplus.com/sql/sql-inner-join/" class="elementor-sub-item menu-link">SQL Inner Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22657"><a href="https://machinelearningplus.com/sql/sql-left-join/" class="elementor-sub-item menu-link">SQL Left Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22656"><a href="https://machinelearningplus.com/sql/sql-right-join/" class="elementor-sub-item menu-link">SQL Right Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22655"><a href="https://machinelearningplus.com/sql/sql-full-join/" class="elementor-sub-item menu-link">SQL Full Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22654"><a href="https://machinelearningplus.com/sql/sql-self-join/" class="elementor-sub-item menu-link">SQL Self Join</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22653"><a href="https://machinelearningplus.com/sql/sql-union/" class="elementor-sub-item menu-link">SQL UNION</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22652"><a href="https://machinelearningplus.com/sql/sql-group-by/" class="elementor-sub-item menu-link">SQL GROUP BY</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22651"><a href="https://machinelearningplus.com/sql/sql-having/" class="elementor-sub-item menu-link">SQL HAVING</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22650"><a href="https://machinelearningplus.com/sql/sql-exists/" class="elementor-sub-item menu-link">SQL EXISTS</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-22649"><a href="https://machinelearningplus.com/sql/sql-any-all-operators/" class="elementor-sub-item menu-link">SQL ANY, ALL Operators</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24010"><a href="https://machinelearningplus.com/sql/how-to-transpose-columns-to-rows-in-sql/" class="elementor-sub-item menu-link">How to transpose columns to rows in SQL?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24011"><a href="https://machinelearningplus.com/sql/how-to-select-only-rows-with-max-value-on-a-column/" class="elementor-sub-item menu-link">How to select only rows with max value on a column?</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24477"><a href="https://machinelearningplus.com/sql/sql-select-into/" class="elementor-sub-item menu-link">SQL Select Into</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24478"><a href="https://machinelearningplus.com/sql/sql-insert-into-select/" class="elementor-sub-item menu-link">SQL Insert Into Select</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24479"><a href="https://machinelearningplus.com/sql/sql-case/" class="elementor-sub-item menu-link">SQL Case</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24480"><a href="https://machinelearningplus.com/sql/sql-null-functions/" class="elementor-sub-item menu-link">SQL Null Functions</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24481"><a href="https://machinelearningplus.com/sql/sql-comments/" class="elementor-sub-item menu-link">SQL Comments</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24482"><a href="https://machinelearningplus.com/sql/sql-operators/" class="elementor-sub-item menu-link">SQL Operators</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24483"><a href="https://machinelearningplus.com/sql/sql-create-table/" class="elementor-sub-item menu-link">SQL Create Table</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24484"><a href="https://machinelearningplus.com/sql/sql-drop-table/" class="elementor-sub-item menu-link">SQL Drop Table</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24485">
3149<a href="https://machinelearningplus.com/sql/sql-primary-key/" class="elementor-sub-item menu-link">SQL Primary Key</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-24486"><a href="https://machinelearningplus.com/sql/sql-foreign-key/" class="elementor-sub-item menu-link">SQL Foreign Key</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24504"><a href="https://machinelearningplus.com/sql/how-to-sort-multiple-columns-in-sql-and-in-different-directions/" class="elementor-sub-item menu-link">Sort multiple columns in SQL and in different directions?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24505"><a href="https://machinelearningplus.com/sql/how-to-count-the-number-of-work-days-between-two-dates/" class="elementor-sub-item menu-link">Count the number of work days between two dates?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24506"><a href="https://machinelearningplus.com/sql/how-to-compute-maximum-of-multiple-columns-aks-row-wise-max/" class="elementor-sub-item menu-link">Compute maximum of multiple columns, aks row wise max?</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-24507"><a href="https://machinelearningplus.com/sql/how-to-use-the-group-by-clause-on-multiple-columns-in-sql/" class="elementor-sub-item menu-link">GROUP BY clause on multiple columns in SQL?</a></li></ul></li><li class="menu-item menu-item-type-taxonomy menu-item-object-category menu-item-has-children menu-item-23617"><a aria-expanded="false" href="https://machinelearningplus.com/category/linear-algebra/" class="elementor-item menu-link">Linear Algebra</a><ul class="sub-menu elementor-nav-menu--dropdown"><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23631"><a href="https://machinelearningplus.com/linear-algebra/introduction-to-linear-algebra/" class="elementor-sub-item menu-link">01. Introduction to Linear Algebra</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23630"><a href="https://machinelearningplus.com/linear-algebra/types-of-tensors/" class="elementor-sub-item menu-link">02. Types of Tensors</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23629"><a href="https://machinelearningplus.com/linear-algebra/scalars/" class="elementor-sub-item menu-link">03. Scalars</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23628"><a href="https://machinelearningplus.com/linear-algebra/vectors/" class="elementor-sub-item menu-link">04. Vectors</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23627"><a href="https://machinelearningplus.com/linear-algebra/vectors-linear-algebra/" class="elementor-sub-item menu-link">05. Vectors Linear Algebra</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23626"><a href="https://machinelearningplus.com/linear-algebra/matrix-types/" class="elementor-sub-item menu-link">06. Matrix Types</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23625"><a href="https://machinelearningplus.com/linear-algebra/matrix-operations/" class="elementor-sub-item menu-link">07. Matrix Operations</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23624"><a href="https://machinelearningplus.com/linear-algebra/orthogonal-matrix/" class="elementor-sub-item menu-link">08. Orthogonal and Ortrhonormal Matrix</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23623"><a href="https://machinelearningplus.com/linear-algebra/eigenvectors-and-eigenvalues/" class="elementor-sub-item menu-link">09. Eigenvectors and Eigenvalues</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23622"><a href="https://machinelearningplus.com/linear-algebra/affine-transformation/" class="elementor-sub-item menu-link">10. Affine Transformation</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23621">
3149<a href="https://machinelearningplus.com/linear-algebra/singular-value-decomposition/" class="elementor-sub-item menu-link">11. Singular Value Decomposition (SVD)</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23620"><a href="https://machinelearningplus.com/linear-algebra/system-of-equations/" class="elementor-sub-item menu-link">12. System of Equations</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23619"><a href="https://machinelearningplus.com/linear-algebra/linear-regression-algorithm/" class="elementor-sub-item menu-link">13. Linear Regression Algorithm</a></li><li class="menu-item menu-item-type-post_type menu-item-object-post menu-item-23618"><a href="https://machinelearningplus.com/linear-algebra/principal-component-analysis/" class="elementor-sub-item menu-link">14. Principal Component Analysis</a></li></ul></li></ul></nav></div></div></div></div></div></section></div></div></div></div></div></div><div id="content" class="site-content"><div class="ast-container new-home-2023">
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3238 3239<iframe name="_zcRoadmap" style="display:none;width:0;height:0;border:0"></iframe> 3240<iframe name="_zcCallback" style="display:none;width:0;height:0;border:0"></iframe><form id="mlp-lm-roadmap-form" method="POST" action="https://gpus-zgf.maillist-manage.in/weboptin.zc" target="_zcRoadmap" style="display:none"> 3241<input type="hidden" id="mlp-lm-zoho-name" name="LASTNAME" value=""/> 3242<input type="hidden" id="mlp-lm-zoho-email" name="CONTACT_EMAIL" value=""/> 3243<input type="hidden" name="submitType" value="optinCustomView"/> 3244<input type="hidden" name="formType" value="QuickForm"/> 3245<input type="hidden" name="zx" value="1df91aae3a"/> 3246<input type="hidden" name="zcvers" value="2.0"/> 3247<input type="hidden" name="mode" value="OptinCreateView"/> 3248<input type="hidden" name="zc_trackCode" value="ZCFORMVIEW"/> 3249<input type="hidden" name="zc_formIx" value="3z0a3615278b30136d9a833ed8a9db44f89e219b82babac3282ea6cd495cf6c22c"/> 3250<input type="hidden" name="zcld" value=""/> 3251<input type="hidden" name="zctd" value=""/> 3252<input type="hidden" name="emailReportId" value=""/> 3253<input type="hidden" name="oldListIds" value=""/></form><form id="mlp-lm-callback-form" method="POST" action="https://gpus-zgf.maillist-manage.in/weboptin.zc" target="_zcCallback" style="display:none"> 3254<input type="hidden" id="mlp-lm-zoho-name2" name="LASTNAME" value=""/> 3255<input type="hidden" id="mlp-lm-zoho-email2" name="CONTACT_EMAIL" value=""/> 3256<input type="hidden" id="mlp-lm-zoho-phone" name="CONTACT_PHONE" value=""/> 3257<input type="hidden" name="submitType" value="optinCustomView"/> 3258<input type="hidden" name="formType" value="QuickForm"/> 3259<input type="hidden" name="zx" value="1df91aae3a"/> 3260<input type="hidden" name="zcvers" value="2.0"/> 3261<input type="hidden" name="mode" value="OptinCreateView"/> 3262<input type="hidden" name="zc_trackCode" value="ZCFORMVIEW"/> 3263<input type="hidden" name="zc_formIx" value="3z0a3615278b30136d9a833ed8a9db44f810e1f9571dbb3692b91db4e43dcf611b"/> 3264<input type="hidden" name="zcld" value=""/> 3265<input type="hidden" name="zctd" value=""/> 3266<input type="hidden" name="emailReportId" value=""/> 3267<input type="hidden" name="oldListIds" value=""/></form><style>/* ââ All styles scoped inside #mlp-lm-overlay â zero leakage to site ââ */ 3268@keyframes mlpLmPulse{0%,100%{opacity:1;transform:scale(1)}50%{opacity:.45;transform:scale(.75)}} 3269@keyframes mlpLmFadeIn{from{opacity:0}to{opacity:1}} 3270@keyframes mlpLmSlideUp{from{opacity:0;transform:translateY(20px) scale(.97)}to{opacity:1;transform:translateY(0) scale(1)}} 3271@keyframes mlpLmRing{0%{transform:rotate(0)}15%{transform:rotate(13deg)}30%{transform:rotate(-13deg)}45%{transform:rotate(7deg)}60%,100%{transform:rotate(0)}} 3272 3273#mlp-lm-overlay{ 3274 display:none!important; 3275 position:fixed!important;inset:0!important; 3276 background:rgba(0,0,0,0.65)!important; 3277 backdrop-filter:blur(4px)!important;-webkit-backdrop-filter:blur(4px)!important; 3278 z-index:2147483647!important; 3279 align-items:center!important;justify-content:center!important; 3280 padding:16px!important;box-sizing:border-box!important; 3281} 3282#mlp-lm-overlay.mlp-lm-on{ 3283 display:flex!important; 3284 animation:mlpLmFadeIn .25s ease!important; 3285} 3286 3287#mlp-lm-popup{ 3288 position:relative!important; 3289 width:100%!important;max-width:440px!important; 3290 background:#fff!important; 3291 border-radius:20px!important; 3292 border:1px solid #dde3f0!important; 3293 overflow:hidden!important; 3294 font-family:'Sora',Arial,sans-serif!important; 3295 box-shadow:0 8px 40px rgba(0,0,0,.15)!important; 3296 animation:mlpLmSlideUp .35s cubic-bezier(.22,1,.36,1)!important; 3297 box-sizing:border-box!important; 3298} 3299 3300/* Stripe */ 3301#mlp-lm-popup .mlp-lm-stripe{ 3302 height:6px!important; 3303 background:repeating-linear-gradient(90deg,#051E50 0 22px,#607cb3 22px 44px,#FF850C 44px 66px,#5755d9 66px 88px)!important; 3304 display:block!important; 3305} 3306 3307/* Close button */ 3308#mlp-lm-close{ 3309 position:absolute!important;top:14px!important;right:14px!important; 3310 width:28px!important;height:28px!important;border-radius:50%!important; 3311 background:#e8ecf5!important;border:none!important;cursor:pointer!important; 3312 display:flex!important;align-items:center!important;justify-content:center!important; 3313 color:#051E50!important;font-size:16px!important;z-index:10!important; 3314 font-family:sans-serif!important;padding:0!important; 3315 box-shadow:none!important;line-height:1!important; 3316 transition:background .15s!important; 3317} 3318#mlp-lm-close:hover{background:#c4cde3!important;} 3319 3320/* ââ SCREEN 1 ââ */ 3321#mlp-lm-screen1{ 3322 padding:32px 28px 30px!important; 3323 position:relative!important;z-index:1!important; 3324 text-align:left!important; 3325} 3326#mlp-lm-screen1.mlp-lm-hidden{display:none!important;} 3327 3328#mlp-lm-popup .mlp-lm-headline{ 3329 font-family:'Sora',Arial,sans-serif!important; 3330 font-size:30px!important;font-weight:800!important; 3331 line-height:1.1!important;color:#051E50!important; 3332 letter-spacing:-.5px!important; 3333 margin:0 0 12px!important;padding:0!important; 3334} 3335#mlp-lm-popup .mlp-lm-hl-pill{ 3336 display:inline-block!important; 3337 background:#FF850C!important;color:#fff!important; 3338 padding:2px 8px 4px!important;border-radius:6px!important; 3339 margin-top:6px!important;font-weight:800!important;font-size:33px!important; 3340 line-height:1.15!important; 3341} 3342#mlp-lm-popup .mlp-lm-sub{ 3343 font-size:14px!important;font-weight:500!important; 3344 color:#5b6f9a!important;line-height:1.7!important; 3345 margin:0 0 28px!important;padding:0!important; 3346 font-family:'Sora',Arial,sans-serif!important; 3347 text-align:left!important; 3348} 3349#mlp-lm-popup .mlp-lm-fields{ 3350 display:flex!important;flex-direction:column!important; 3351 gap:10px!important;margin:0 0 14px!important;padding:0!important; 3352} 3353#mlp-lm-popup .mlp-lm-fw{ 3354 position:relative!important;margin:0!important;padding:0!important; 3355} 3356#mlp-lm-popup .mlp-lm-fi{ 3357 position:absolute!important;left:13px!important;top:50%!important; 3358 transform:translateY(-50%)!important; 3359 color:#051E50!important;font-size:16px!important;pointer-events:none!important; 3360} 3361#mlp-lm-popup input[type=text], 3362#mlp-lm-popup input[type=email]{ 3363 width:100%!important;box-sizing:border-box!important; 3364 padding:13px 14px 13px 38px!important; 3365 background:#f5f7fc!important; 3366 border:1.5px solid #dde3f0!important;border-radius:10px!important; 3367 font-size:14px!important;font-weight:600!important; 3368 font-family:'Sora',Arial,sans-serif!important; 3369 color:#051E50!important;outline:none!important; 3370 display:block!important;height:auto!important;line-height:normal!important; 3371 margin:0!important;box-shadow:none!important; 3372 transition:border-color .2s,background .2s!important; 3373} 3374#mlp-lm-popup input[type=text]:focus, 3375#mlp-lm-popup input[type=email]:focus{ 3376 border-color:#051E50!important;background:#fff!important; 3377 box-shadow:none!important; 3378} 3379#mlp-lm-popup input[type=text]::placeholder, 3380#mlp-lm-popup input[type=email]::placeholder{ 3381 color:#a8b5d4!important;font-weight:400!important; 3382} 3383#mlp-lm-popup .mlp-lm-errmsg{ 3384 font-size:11px!important;color:#A32D2D!important; 3385 margin:4px 0 0!important;display:none!important; 3386}
3387#mlp-lm-popup .mlp-lm-errmsg.mlp-show{display:block!important;} 3388 3389#mlp-lm-popup .mlp-lm-btn{ 3390 width:100%!important;box-sizing:border-box!important; 3391 padding:15px!important;background:#FF850C!important; 3392 border:none!important;border-radius:10px!important; 3393 font-family:'Sora',Arial,sans-serif!important; 3394 font-size:15px!important;font-weight:800!important; 3395 color:#fff!important;cursor:pointer!important; 3396 letter-spacing:.01em!important;box-shadow:none!important; 3397 margin:0 0 12px!important; 3398 display:flex!important;align-items:center!important;justify-content:center!important;gap:8px!important; 3399 transition:background .2s,transform .15s!important; 3400 text-decoration:none!important; 3401} 3402#mlp-lm-popup .mlp-lm-btn:hover{background:#e07200!important;transform:translateY(-1px)!important;} 3403#mlp-lm-popup .mlp-lm-btn:active{transform:translateY(0)!important;} 3404 3405#mlp-lm-popup .mlp-lm-guarantees{ 3406 display:flex!important;justify-content:center!important; 3407 gap:14px!important;margin:0 0 12px!important;flex-wrap:wrap!important;padding:0!important; 3408} 3409#mlp-lm-popup .mlp-lm-guarantee{ 3410 font-size:11px!important;font-weight:600!important;color:#a8b5d4!important; 3411 font-family:'Sora',Arial,sans-serif!important; 3412 display:flex!important;align-items:center!important;gap:4px!important; 3413} 3414#mlp-lm-popup .mlp-lm-skip{ 3415 background:none!important;border:none!important;color:#a8b5d4!important; 3416 font-size:12px!important;font-weight:600!important;cursor:pointer!important; 3417 font-family:'Sora',Arial,sans-serif!important; 3418 text-decoration:underline!important;text-underline-offset:3px!important; 3419 padding:0!important;box-shadow:none!important; 3420 display:block!important;width:100%!important;text-align:center!important; 3421 transition:color .2s!important;margin:0!important; 3422} 3423#mlp-lm-popup .mlp-lm-skip:hover{color:#5b6f9a!important;} 3424 3425/* ââ SCREEN 2 ââ */ 3426#mlp-lm-screen2{display:none!important;} 3427#mlp-lm-screen2.mlp-lm-active{display:block!important;} 3428 3429#mlp-lm-popup .mlp-lm-gbar{ 3430 background:#f0faf4!important;border-bottom:1px solid #b6e0c2!important; 3431 padding:15px 24px!important;display:flex!important;align-items:center!important;gap:13px!important; 3432 box-sizing:border-box!important; 3433} 3434#mlp-lm-popup .mlp-lm-gbar-ic{ 3435 width:32px!important;height:32px!important;border-radius:50%!important; 3436 background:#22c55e!important;flex-shrink:0!important; 3437 display:flex!important;align-items:center!important;justify-content:center!important; 3438} 3439#mlp-lm-popup .mlp-lm-gbar-t{ 3440 font-size:13px!important;font-weight:700!important;color:#14532d!important; 3441 margin:0 0 2px!important;padding:0!important;font-family:'Sora',Arial,sans-serif!important; 3442} 3443#mlp-lm-popup .mlp-lm-gbar-s{ 3444 font-size:11px!important;font-weight:500!important;color:#166634!important; 3445 opacity:.8!important;margin:0!important;padding:0!important;font-family:'Sora',Arial,sans-serif!important; 3446} 3447#mlp-lm-popup .mlp-lm-s2body{ 3448 padding:24px 28px 28px!important;box-sizing:border-box!important; 3449} 3450#mlp-lm-popup .mlp-lm-s2hl{ 3451 font-family:'Sora',Arial,sans-serif!important; 3452 font-size:26px!important;font-weight:800!important; 3453 color:#051E50!important;line-height:1.1!important; 3454 letter-spacing:-.4px!important;margin:0 0 10px!important;padding:0!important; 3455} 3456#mlp-lm-popup .mlp-lm-s2sub{ 3457 font-size:14px!important;font-weight:500!important;color:#5b6f9a!important; 3458 line-height:1.7!important;margin:0 0 20px!important;padding:0!important; 3459 font-family:'Sora',Arial,sans-serif!important; 3460} 3461 3462/* Callback widget */ 3463#mlp-lm-popup .mlp-lm-cbw{ 3464 border-radius:10px!important;overflow:hidden!important; 3465 border:1.5px solid #d0d9ee!important;margin:0 0 14px!important; 3466} 3467#mlp-lm-popup .mlp-lm-cbw-head{ 3468 background:#eef1f8!important;padding:12px 14px!important; 3469 display:flex!important;align-items:center!important;gap:10px!important; 3470 box-sizing:border-box!important; 3471} 3472#mlp-lm-popup .mlp-lm-cbw-ico{ 3473 font-size:20px!important;color:#607cb3!important; 3474 animation:mlpLmRing 2.5s ease-in-out infinite!important; 3475 flex-shrink:0!important; 3476} 3477#mlp-lm-popup .mlp-lm-cbw-title{ 3478 font-size:13px!important;font-weight:700!important;color:#051E50!important; 3479 margin:0 0 2px!important;padding:0!important;font-family:'Sora',Arial,sans-serif!important; 3480} 3481#mlp-lm-popup .mlp-lm-cbw-sub{ 3482 font-size:10px!important;font-weight:600!important;color:#5b6f9a!important; 3483 display:flex!important;align-items:center!important;gap:4px!important; 3484 margin:0!important;padding:0!important;font-family:'Sora',Arial,sans-serif!important; 3485} 3486#mlp-lm-popup .mlp-lm-cbw-dot{ 3487 width:5px!important;height:5px!important;border-radius:50%!important; 3488 background:#22c55e!important;flex-shrink:0!important; 3489 animation:mlpLmPulse 1.5s ease-in-out infinite!important; 3490} 3491#mlp-lm-popup .mlp-lm-cbw-inputs{ 3492 background:#f5f7fc!important;padding:12px 14px!important;box-sizing:border-box!important; 3493} 3494#mlp-lm-popup .mlp-lm-phone-row{ 3495 display:flex!important;gap:10px!important;margin:0!important;padding:0!important; 3496} 3497 3498/* Dial picker */ 3499#mlp-lm-dial-display{ 3500 display:flex!important;align-items:center!important;gap:5px!important; 3501 background:#fff!important;border:1.5px solid #dde3f0!important; 3502 border-radius:10px!important;padding:13px 12px!important; 3503 font-size:14px!important;font-weight:600!important;color:#051E50!important; 3504 cursor:pointer!important;flex-shrink:0!important; 3505 font-family:'Sora',Arial,sans-serif!important; 3506 white-space:nowrap!important;position:relative!important;user-select:none!important; 3507 box-sizing:border-box!important; 3508} 3509#mlp-lm-dial-dropdown{ 3510 display:none;position:absolute!important; 3511 top:calc(100% + 4px)!important;left:0!important; 3512 background:#fff!important;border:1px solid #dde3f0!important; 3513 border-radius:10px!important;z-index:9999!important; 3514 min-width:150px!important;max-height:200px!important;overflow-y:auto!important; 3515 box-shadow:0 6px 20px rgba(0,0,0,.1)!important; 3516} 3517#mlp-lm-popup .mlp-lm-ddopt{ 3518 padding:8px 12px!important;font-size:12px!important;color:#333!important; 3519 cursor:pointer!important;font-family:'Sora',Arial,sans-serif!important; 3520 white-space:nowrap!important;display:block!important; 3521} 3522#mlp-lm-popup .mlp-lm-ddopt:hover{background:#f5f7fc!important;} 3523 3524#mlp-lm-popup input[type=tel]{ 3525 flex:1!important;padding:13px 14px!important; 3526 background:#fff!important;border:1.5px solid #dde3f0!important; 3527 border-radius:10px!important;font-size:14px!important;font-weight:600!important; 3528 font-family:'Sora',Arial,sans-serif!important;color:#051E50!important; 3529 outline:none!important;width:auto!important;box-sizing:border-box!important; 3530 display:block!important;height:auto!important;line-height:normal!important; 3531 margin:0!important;box-shadow:none!important; 3532 transition:border-color .2s!important; 3533} 3534#mlp-lm-popup input[type=tel]:focus{border-color:#051E50!important;box-shadow:none!important;} 3535#mlp-lm-popup input[type=tel]::placeholder{color:#a8b5d4!important;font-weight:400!important;} 3536 3537#mlp-lm-popup .mlp-lm-phone-errmsg{ 3538 font-size:11px!important;color:#A32D2D!important; 3539 margin:6px 0 0!important;display:none!important;font-family:'Sora',Arial,sans-serif!important; 3540}
3541#mlp-lm-popup .mlp-lm-phone-errmsg.mlp-show{display:block!important;} 3542 3543/* Phone thank you state */ 3544#mlp-lm-phone-section.mlp-lm-hidden{display:none!important;} 3545#mlp-lm-phone-ty{display:none!important;text-align:center!important;padding:8px 0!important;} 3546#mlp-lm-phone-ty.mlp-lm-active{display:block!important;} 3547#mlp-lm-popup .mlp-lm-pty-icon{ 3548 width:40px!important;height:40px!important;border-radius:50%!important; 3549 background:#22c55e!important; 3550 display:flex!important;align-items:center!important;justify-content:center!important; 3551 margin:0 auto 10px!important; 3552} 3553#mlp-lm-popup .mlp-lm-pty-title{ 3554 font-size:14px!important;font-weight:700!important;color:#051E50!important; 3555 margin:0 0 6px!important;font-family:'Sora',Arial,sans-serif!important; 3556} 3557#mlp-lm-popup .mlp-lm-pty-sub{ 3558 font-size:12px!important;color:#5b6f9a!important;line-height:1.6!important; 3559 margin:0!important;font-family:'Sora',Arial,sans-serif!important; 3560} 3561#mlp-lm-popup .mlp-lm-countdown{ 3562 margin:10px 0 0!important;font-size:11px!important;color:#a8b5d4!important; 3563 font-family:'Sora',Arial,sans-serif!important;min-height:16px!important;text-align:center!important; 3564} 3565 3566@media(max-width:480px){ 3567 #mlp-lm-screen1{padding:24px 18px 22px!important;} 3568 #mlp-lm-popup .mlp-lm-s2body{padding:20px 18px 22px!important;} 3569 #mlp-lm-popup .mlp-lm-headline{font-size:26px!important;} 3570 #mlp-lm-popup .mlp-lm-hl-pill{font-size:28px!important;} 3571}</style><div id="mlp-lm-overlay"><div id="mlp-lm-popup"><button id="mlp-lm-close" onclick="mlpLmClose()" type="button">Ã</button> 3572<span class="mlp-lm-stripe"></span><div id="mlp-lm-screen1"><div class="mlp-lm-headline"> 3573Wait â don't leave<br>without your free<br> 3574<span class="mlp-lm-hl-pill">AI/ML Roadmap</span></div><p class="mlp-lm-sub">The step-by-step path used by 25,000+ learners to go from zero to career-ready in AI/ML.</p><div class="mlp-lm-fields"><div class="mlp-lm-fw"> 3575<input type="text" id="mlp-lm-name" placeholder="Your Name" autocomplete="given-name"/></div><div class="mlp-lm-fw"> 3576<input type="email" id="mlp-lm-email" placeholder="Your Email Address" autocomplete="email"/></div><div class="mlp-lm-errmsg" id="mlp-lm-err1">Please fill in your name and a valid email.</div></div> 3577<button class="mlp-lm-btn" type="button" onclick="mlpLmSubmitMain()">Send Me the Roadmap â</button><div class="mlp-lm-guarantees"> 3578<span class="mlp-lm-guarantee">ð 100% Free</span> 3579<span class="mlp-lm-guarantee">â No spam, ever</span> 3580<span class="mlp-lm-guarantee">â Instant delivery</span></div> 3581<button class="mlp-lm-skip" type="button" onclick="mlpLmClose()">No thanks, I'll figure it out myself</button></div><div id="mlp-lm-screen2"><div class="mlp-lm-gbar"><div class="mlp-lm-gbar-ic"> 3582<svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="#fff" stroke-width="3" stroke-linecap="round" stroke-linejoin="round"><polyline points="20 6 9 17 4 12"/></svg></div><div><p class="mlp-lm-gbar-t">Roadmap sent to your inbox!</p><p class="mlp-lm-gbar-s">Can't find it? Check your spam or promotions tab.</p></div></div><div class="mlp-lm-s2body"><p class="mlp-lm-s2hl">Not sure where to start?</p><p class="mlp-lm-s2sub">Book a free 15-min call â our team will map out the right path for your background. Zero sales pressure.</p><div class="mlp-lm-cbw"><div class="mlp-lm-cbw-head"> 3583<span class="mlp-lm-cbw-ico">ð</span><div><p class="mlp-lm-cbw-title">Request a free callback</p><p class="mlp-lm-cbw-sub"><span class="mlp-lm-cbw-dot"></span>Team available · 15 min · No commitment</p></div></div><div class="mlp-lm-cbw-inputs"><div id="mlp-lm-phone-section"><div class="mlp-lm-phone-row"><div id="mlp-lm-dial-display" onclick="mlpLmToggleDial()"> 3584<span id="mlp-lm-dial-flag">ð®ð³</span> 3585<span id="mlp-lm-dial-code">+91</span> 3586<span style="font-size:10px;color:#a8b5d4;">â¾</span><div id="mlp-lm-dial-dropdown"><div class="mlp-lm-ddopt" data-flag="ð®ð³" data-code="+91">ð®ð³ India +91</div><div class="mlp-lm-ddopt" data-flag="ðºð¸" data-code="+1">ðºð¸ USA +1</div><div class="mlp-lm-ddopt" data-flag="ð¬ð§" data-code="+44">ð¬ð§ UK +44</div><div class="mlp-lm-ddopt" data-flag="ð¦ðº" data-code="+61">ð¦ðº AUS +61</div><div class="mlp-lm-ddopt" data-flag="ð¦ðª" data-code="+971">ð¦ðª UAE +971</div><div class="mlp-lm-ddopt" data-flag="ð¸ð¬" data-code="+65">ð¸ð¬ SG +65</div><div class="mlp-lm-ddopt" data-flag="ð²ð¾" data-code="+60">ð²ð¾ MY +60</div><div class="mlp-lm-ddopt" data-flag="ðµð°" data-code="+92">ðµð° PK +92</div><div class="mlp-lm-ddopt" data-flag="ð§ð©" data-code="+880">ð§ð© BD +880</div><div class="mlp-lm-ddopt" data-flag="ð³ðµ" data-code="+977">ð³ðµ NP +977</div><div class="mlp-lm-ddopt" data-flag="ð±ð°" data-code="+94">ð±ð° LK +94</div><div class="mlp-lm-ddopt" data-flag="ð«ð·" data-code="+33">ð«ð· FR +33</div><div class="mlp-lm-ddopt" data-flag="ð©ðª" data-code="+49">ð©ðª DE +49</div><div class="mlp-lm-ddopt" data-flag="ð®ð¹" data-code="+39">ð®ð¹ IT +39</div><div class="mlp-lm-ddopt" data-flag="ðªð¸" data-code="+34">ðªð¸ ES +34</div><div class="mlp-lm-ddopt" data-flag="ð³ð±" data-code="+31">ð³ð± NL +31</div><div class="mlp-lm-ddopt" data-flag="ð¸ðª" data-code="+46">ð¸ðª SE +46</div><div class="mlp-lm-ddopt" data-flag="ð¨ð" data-code="+41">ð¨ð CH +41</div><div class="mlp-lm-ddopt" data-flag="ðµð±" data-code="+48">ðµð± PL +48</div><div class="mlp-lm-ddopt" data-flag="ð¹ð·" data-code="+90">ð¹ð· TR +90</div><div class="mlp-lm-ddopt" data-flag="ð¸ð¦" data-code="+966">ð¸ð¦ SA +966</div><div class="mlp-lm-ddopt" data-flag="ð¶ð¦" data-code="+974">ð¶ð¦ QA +974</div><div class="mlp-lm-ddopt" data-flag="ð°ð¼" data-code="+965">ð°ð¼ KW +965</div><div class="mlp-lm-ddopt" data-flag="ð´ð²" data-code="+968">ð´ð² OM +968</div><div class="mlp-lm-ddopt" data-flag="ð§ð" data-code="+973">ð§ð BH +973</div><div class="mlp-lm-ddopt" data-flag="ðªð¬" data-code="+20">ðªð¬ EG +20</div><div class="mlp-lm-ddopt" data-flag="ð¿ð¦" data-code="+27">ð¿ð¦ ZA +27</div><div class="mlp-lm-ddopt" data-flag="ð³ð¬" data-code="+234">ð³ð¬ NG +234</div><div class="mlp-lm-ddopt" data-flag="ð°ðª" data-code="+254">
3586ð°ðª KE +254</div><div class="mlp-lm-ddopt" data-flag="ð¬ð" data-code="+233">ð¬ð GH +233</div><div class="mlp-lm-ddopt" data-flag="ð¨ð³" data-code="+86">ð¨ð³ CN +86</div><div class="mlp-lm-ddopt" data-flag="ð¯ðµ" data-code="+81">ð¯ðµ JP +81</div><div class="mlp-lm-ddopt" data-flag="ð°ð·" data-code="+82">ð°ð· KR +82</div><div class="mlp-lm-ddopt" data-flag="ð®ð©" data-code="+62">ð®ð© ID +62</div><div class="mlp-lm-ddopt" data-flag="ðµð" data-code="+63">ðµð PH +63</div><div class="mlp-lm-ddopt" data-flag="ð§ð·" data-code="+55">ð§ð· BR +55</div><div class="mlp-lm-ddopt" data-flag="ð²ð½" data-code="+52">ð²ð½ MX +52</div><div class="mlp-lm-ddopt" data-flag="ð¦ð·" data-code="+54">ð¦ð· AR +54</div><div class="mlp-lm-ddopt" data-flag="ð¨ð¦" data-code="+1">ð¨ð¦ CA +1</div><div class="mlp-lm-ddopt" data-flag="ð³ð¿" data-code="+64">ð³ð¿ NZ +64</div><div class="mlp-lm-ddopt" data-flag="ð®ðª" data-code="+353">ð®ðª IE +353</div></div></div> 3587<input type="tel" id="mlp-lm-phone" placeholder="Enter your number" autocomplete="tel"/></div><div class="mlp-lm-phone-errmsg" id="mlp-lm-err2">Please enter your phone number.</div></div><div id="mlp-lm-phone-ty"><div class="mlp-lm-pty-icon"> 3588<svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="#fff" stroke-width="3" stroke-linecap="round" stroke-linejoin="round"><polyline points="20 6 9 17 4 12"/></svg></div><p class="mlp-lm-pty-title">Thank you for your submission!</p><p class="mlp-lm-pty-sub">Our team will call you shortly. You'll also receive a confirmation on your email.</p></div></div></div><div id="mlp-lm-s2-actions"> 3589<button class="mlp-lm-btn" type="button" onclick="mlpLmSubmitPhone()" id="mlp-lm-callback-cta">Book Your Free Call â</button><div class="mlp-lm-countdown" id="mlp-lm-countdown"></div> 3590<button class="mlp-lm-skip" type="button" onclick="mlpLmClose()">I'll figure it out on my own</button></div></div></div></div></div>
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3605 <div id="ast-scroll-top" tabindex="0" class="ast-scroll-top-icon ast-scroll-to-top-right" data-on-devices="both"> 3606<span class="ast-icon icon-arrow"><svg class="ast-arrow-svg" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" x="0px" y="0px" width="26px" height="16.043px" viewbox="57 35.171 26 16.043" enable-background="new 57 35.171 26 16.043" xml:space="preserve"> 3607<path d="M57.5,38.193l12.5,12.5l12.5-12.5l-2.5-2.5l-10,10l-10-10L57.5,38.193z" /> 3608</svg></span> <span class="screen-reader-text">Scroll to Top</span></div> 3609<a id="ast-scroll-top" class="ast-scroll-top-icon ast-scroll-to-top-right" data-on-devices="both"> 3610<span class="screen-reader-text">Scroll to Top</span> 3611</a><div data-elementor-type="popup" data-elementor-id="11281" class="elementor elementor-11281 elementor-location-popup" data-elementor-settings="{"open_selector":"#preview-video-modal","triggers":[],"timing":[]}"><div class="elementor-section-wrap"><section class="elementor-section elementor-top-section elementor-element elementor-element-90d5eb9 course-video-popup elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="90d5eb9" data-element_type="section" data-e-type="section"><div class="elementor-container elementor-column-gap-default"><div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-09f23c0" data-id="09f23c0" data-element_type="column" data-e-type="column"><div class="elementor-widget-wrap elementor-element-populated"><div class="elementor-element elementor-element-8717fd0 elementor-widget elementor-widget-html" data-id="8717fd0" data-element_type="widget" data-e-type="widget" data-widget_type="html.default"><div class="elementor-widget-container"><div class="course-video-main"><div class="course-video-left"><div class="video-thumb"> 3612<img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI0NDgiIGhlaWdodD0iMzA0IiB2aWV3Qm94PSIwIDAgNDQ4IDMwNCI+PHJlY3Qgd2lkdGg9IjEwMCUiIGhlaWdodD0iMTAwJSIgc3R5bGU9ImZpbGw6I2NmZDRkYjtmaWxsLW9wYWNpdHk6IDAuMTsiLz48L3N2Zz4=" data-src="https://machinelearningplus.com/wp-content/uploads/2021/06/video-thumb.jpg" width="448" height="304" /></div> 3613<span class="video-tag">Course Preview</span><h2>Machine Learning A-Zâ¢: Hands-On Python & R In Data Science</h2></div><div class="course-video-right"><h3>Free Sample Videos:</h3><div class="course-video-list"><div class="course-video-row"><div class="video-sm-thumb"> 3614<img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNDAiIGhlaWdodD0iOTIiIHZpZXdCb3g9IjAgMCAxNDAgOTIiPjxyZWN0IHdpZHRoPSIxMDAlIiBoZWlnaHQ9IjEwMCUiIHN0eWxlPSJmaWxsOiNjZmQ0ZGI7ZmlsbC1vcGFjaXR5OiAwLjE7Ii8+PC9zdmc+" data-src="https://machinelearningplus.com/wp-content/uploads/2021/06/video-thumb-sm.jpg" width="140" height="92" /></div><div class="video-title"><h4>Machine Learning A-Zâ¢: Hands-On Python & R In Data Science</h4></div></div><div class="course-video-row"><div class="video-sm-thumb"> 3615<img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNDAiIGhlaWdodD0iOTIiIHZpZXdCb3g9IjAgMCAxNDAgOTIiPjxyZWN0IHdpZHRoPSIxMDAlIiBoZWlnaHQ9IjEwMCUiIHN0eWxlPSJmaWxsOiNjZmQ0ZGI7ZmlsbC1vcGFjaXR5OiAwLjE7Ii8+PC9zdmc+" data-src="https://machinelearningplus.com/wp-content/uploads/2021/06/video-thumb-sm.jpg" width="140" height="92" /></div><div class="video-title"><h4>Machine Learning A-Zâ¢: Hands-On Python & R In Data Science</h4></div></div><div class="course-video-row"><div class="video-sm-thumb"> 3616<img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNDAiIGhlaWdodD0iOTIiIHZpZXdCb3g9IjAgMCAxNDAgOTIiPjxyZWN0IHdpZHRoPSIxMDAlIiBoZWlnaHQ9IjEwMCUiIHN0eWxlPSJmaWxsOiNjZmQ0ZGI7ZmlsbC1vcGFjaXR5OiAwLjE7Ii8+PC9zdmc+" data-src="https://machinelearningplus.com/wp-content/uploads/2021/06/video-thumb-sm.jpg" width="140" height="92" /></div><div class="video-title"><h4>Machine Learning A-Zâ¢: Hands-On Python & R In Data Science</h4></div></div><div class="course-video-row"><div class="video-sm-thumb"> 3617<img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNDAiIGhlaWdodD0iOTIiIHZpZXdCb3g9IjAgMCAxNDAgOTIiPjxyZWN0IHdpZHRoPSIxMDAlIiBoZWlnaHQ9IjEwMCUiIHN0eWxlPSJmaWxsOiNjZmQ0ZGI7ZmlsbC1vcGFjaXR5OiAwLjE7Ii8+PC9zdmc+" data-src="https://machinelearningplus.c
3617om/wp-content/uploads/2021/06/video-thumb-sm.jpg" width="140" height="92" /></div><div class="video-title"><h4>Machine Learning A-Zâ¢: Hands-On Python & R In Data Science</h4></div></div><div class="course-video-row"><div class="video-sm-thumb"> 3618<img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNDAiIGhlaWdodD0iOTIiIHZpZXdCb3g9IjAgMCAxNDAgOTIiPjxyZWN0IHdpZHRoPSIxMDAlIiBoZWlnaHQ9IjEwMCUiIHN0eWxlPSJmaWxsOiNjZmQ0ZGI7ZmlsbC1vcGFjaXR5OiAwLjE7Ii8+PC9zdmc+" data-src="https://machinelearningplus.com/wp-content/uploads/2021/06/video-thumb-sm.jpg" width="140" height="92" /></div><div class="video-title"><h4>Machine Learning A-Zâ¢: Hands-On Python & R In Data Science</h4></div></div></div></div></div></div></div></div></div></div></section></div></div>
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3755} 3756#mlp-lm-screen1.mlp-lm-hidden{display:none!important;} 3757 3758#mlp-lm-popup .mlp-lm-headline{ 3759 font-family:'Sora',Arial,sans-serif!important; 3760 font-size:30px!important;font-weight:800!important; 3761 line-height:1.1!important;color:#051E50!important; 3762 letter-spacing:-.5px!important; 3763 margin:0 0 12px!important;padding:0!important; 3764} 3765#mlp-lm-popup .mlp-lm-hl-pill{ 3766 display:inline-block!important; 3767 background:#FF850C!important;color:#fff!important; 3768 padding:2px 8px 4px!important;border-radius:6px!important; 3769 margin-top:6px!important;font-weight:800!important;font-size:33px!important; 3770 line-height:1.15!important; 3771} 3772#mlp-lm-popup .mlp-lm-sub{ 3773 font-size:14px!important;font-weight:500!important; 3774 color:#5b6f9a!important;line-height:1.7!important; 3775 margin:0 0 28px!important;padding:0!important; 3776 font-family:'Sora',Arial,sans-serif!important; 3777 text-align:left!important; 3778} 3779#mlp-lm-popup .mlp-lm-fields{ 3780 display:flex!important;flex-direction:column!important; 3781 gap:10px!important;margin:0 0 14px!important;padding:0!important; 3782} 3783#mlp-lm-popup .mlp-lm-fw{ 3784 position:relative!important;margin:0!important;padding:0!important; 3785} 3786#mlp-lm-popup .mlp-lm-fi{ 3787 position:absolute!important;left:13px!important;top:50%!important; 3788 transform:translateY(-50%)!important; 3789 color:#051E50!important;font-size:16px!important;pointer-events:none!important; 3790} 3791#mlp-lm-popup input[type=text], 3792#mlp-lm-popup input[type=email]{ 3793 width:100%!important;box-sizing:border-box!important; 3794 padding:13px 14px 13px 38px!important; 3795 background:#f5f7fc!important; 3796 border:1.5px solid #dde3f0!important;border-radius:10px!important; 3797 font-size:14px!important;font-weight:600!important; 3798 font-family:'Sora',Arial,sans-serif!important; 3799 color:#051E50!important;outline:none!important; 3800 display:block!important;height:auto!important;line-height:normal!important; 3801 margin:0!important;box-shadow:none!important; 3802 transition:border-color .2s,background .2s!important; 3803} 3804#mlp-lm-popup input[type=text]:focus, 3805#mlp-lm-popup input[type=email]:focus{ 3806 border-color:#051E50!important;background:#fff!important; 3807 box-shadow:none!important; 3808} 3809#mlp-lm-popup input[type=text]::placeholder, 3810#mlp-lm-popup input[type=email]::placeholder{ 3811 color:#a8b5d4!important;font-weight:400!important; 3812} 3813#mlp-lm-popup .mlp-lm-errmsg{ 3814 font-size:11px!important;color:#A32D2D!important; 3815 margin:4px 0 0!important;display:none!important; 3816}
3817#mlp-lm-popup .mlp-lm-errmsg.mlp-show{display:block!important;} 3818 3819#mlp-lm-popup .mlp-lm-btn{ 3820 width:100%!important;box-sizing:border-box!important; 3821 padding:15px!important;background:#FF850C!important; 3822 border:none!important;border-radius:10px!important; 3823 font-family:'Sora',Arial,sans-serif!important; 3824 font-size:15px!important;font-weight:800!important; 3825 color:#fff!important;cursor:pointer!important; 3826 letter-spacing:.01em!important;box-shadow:none!important; 3827 margin:0 0 12px!important; 3828 display:flex!important;align-items:center!important;justify-content:center!important;gap:8px!important; 3829 transition:background .2s,transform .15s!important; 3830 text-decoration:none!important; 3831} 3832#mlp-lm-popup .mlp-lm-btn:hover{background:#e07200!important;transform:translateY(-1px)!important;} 3833#mlp-lm-popup .mlp-lm-btn:active{transform:translateY(0)!important;} 3834 3835#mlp-lm-popup .mlp-lm-guarantees{ 3836 display:flex!important;justify-content:center!important; 3837 gap:14px!important;margin:0 0 12px!important;flex-wrap:wrap!important;padding:0!important; 3838} 3839#mlp-lm-popup .mlp-lm-guarantee{ 3840 font-size:11px!important;font-weight:600!important;color:#a8b5d4!important; 3841 font-family:'Sora',Arial,sans-serif!important; 3842 display:flex!important;align-items:center!important;gap:4px!important; 3843} 3844#mlp-lm-popup .mlp-lm-skip{ 3845 background:none!important;border:none!important;color:#a8b5d4!important; 3846 font-size:12px!important;font-weight:600!important;cursor:pointer!important; 3847 font-family:'Sora',Arial,sans-serif!important; 3848 text-decoration:underline!important;text-underline-offset:3px!important; 3849 padding:0!important;box-shadow:none!important; 3850 display:block!important;width:100%!important;text-align:center!important; 3851 transition:color .2s!important;margin:0!important; 3852} 3853#mlp-lm-popup .mlp-lm-skip:hover{color:#5b6f9a!important;} 3854 3855/* ââ SCREEN 2 ââ */ 3856#mlp-lm-screen2{display:none!important;} 3857#mlp-lm-screen2.mlp-lm-active{display:block!important;} 3858 3859#mlp-lm-popup .mlp-lm-gbar{ 3860 background:#f0faf4!important;border-bottom:1px solid #b6e0c2!important; 3861 padding:15px 24px!important;display:flex!important;align-items:center!important;gap:13px!important; 3862 box-sizing:border-box!important; 3863} 3864#mlp-lm-popup .mlp-lm-gbar-ic{ 3865 width:32px!important;height:32px!important;border-radius:50%!important; 3866 background:#22c55e!important;flex-shrink:0!important; 3867 display:flex!important;align-items:center!important;justify-content:center!important; 3868} 3869#mlp-lm-popup .mlp-lm-gbar-t{ 3870 font-size:13px!important;font-weight:700!important;color:#14532d!important; 3871 margin:0 0 2px!important;padding:0!important;font-family:'Sora',Arial,sans-serif!important; 3872} 3873#mlp-lm-popup .mlp-lm-gbar-s{ 3874 font-size:11px!important;font-weight:500!important;color:#166634!important; 3875 opacity:.8!important;margin:0!important;padding:0!important;font-family:'Sora',Arial,sans-serif!important; 3876} 3877#mlp-lm-popup .mlp-lm-s2body{ 3878 padding:24px 28px 28px!important;box-sizing:border-box!important; 3879} 3880#mlp-lm-popup .mlp-lm-s2hl{ 3881 font-family:'Sora',Arial,sans-serif!important; 3882 font-size:26px!important;font-weight:800!important; 3883 color:#051E50!important;line-height:1.1!important; 3884 letter-spacing:-.4px!important;margin:0 0 10px!important;padding:0!important; 3885} 3886#mlp-lm-popup .mlp-lm-s2sub{ 3887 font-size:14px!important;font-weight:500!important;color:#5b6f9a!important; 3888 line-height:1.7!important;margin:0 0 20px!important;padding:0!important; 3889 font-family:'Sora',Arial,sans-serif!important; 3890} 3891 3892/* Callback widget */ 3893#mlp-lm-popup .mlp-lm-cbw{ 3894 border-radius:10px!important;overflow:hidden!important; 3895 border:1.5px solid #d0d9ee!important;margin:0 0 14px!important; 3896} 3897#mlp-lm-popup .mlp-lm-cbw-head{ 3898 background:#eef1f8!important;padding:12px 14px!important; 3899 display:flex!important;align-items:center!important;gap:10px!important; 3900 box-sizing:border-box!important; 3901} 3902#mlp-lm-popup .mlp-lm-cbw-ico{ 3903 font-size:20px!important;color:#607cb3!important; 3904 animation:mlpLmRing 2.5s ease-in-out infinite!important; 3905 flex-shrink:0!important; 3906} 3907#mlp-lm-popup .mlp-lm-cbw-title{ 3908 font-size:13px!important;font-weight:700!important;color:#051E50!important; 3909 margin:0 0 2px!important;padding:0!important;font-family:'Sora',Arial,sans-serif!important; 3910} 3911#mlp-lm-popup .mlp-lm-cbw-sub{ 3912 font-size:10px!important;font-weight:600!important;color:#5b6f9a!important; 3913 display:flex!important;align-items:center!important;gap:4px!important; 3914 margin:0!important;padding:0!important;font-family:'Sora',Arial,sans-serif!important; 3915} 3916#mlp-lm-popup .mlp-lm-cbw-dot{ 3917 width:5px!important;height:5px!important;border-radius:50%!important; 3918 background:#22c55e!important;flex-shrink:0!important; 3919 animation:mlpLmPulse 1.5s ease-in-out infinite!important; 3920} 3921#mlp-lm-popup .mlp-lm-cbw-inputs{ 3922 background:#f5f7fc!important;padding:12px 14px!important;box-sizing:border-box!important; 3923} 3924#mlp-lm-popup .mlp-lm-phone-row{ 3925 display:flex!important;gap:10px!important;margin:0!important;padding:0!important; 3926} 3927 3928/* Dial picker */ 3929#mlp-lm-dial-display{ 3930 display:flex!important;align-items:center!important;gap:5px!important; 3931 background:#fff!important;border:1.5px solid #dde3f0!important; 3932 border-radius:10px!important;padding:13px 12px!important; 3933 font-size:14px!important;font-weight:600!important;color:#051E50!important; 3934 cursor:pointer!important;flex-shrink:0!important; 3935 font-family:'Sora',Arial,sans-serif!important; 3936 white-space:nowrap!important;position:relative!important;user-select:none!important; 3937 box-sizing:border-box!important; 3938} 3939#mlp-lm-dial-dropdown{ 3940 display:none;position:absolute!important; 3941 top:calc(100% + 4px)!important;left:0!important; 3942 background:#fff!important;border:1px solid #dde3f0!important; 3943 border-radius:10px!important;z-index:9999!important; 3944 min-width:150px!important;max-height:200px!important;overflow-y:auto!important; 3945 box-shadow:0 6px 20px rgba(0,0,0,.1)!important; 3946} 3947#mlp-lm-popup .mlp-lm-ddopt{ 3948 padding:8px 12px!important;font-size:12px!important;color:#333!important; 3949 cursor:pointer!important;font-family:'Sora',Arial,sans-serif!important; 3950 white-space:nowrap!important;display:block!important; 3951} 3952#mlp-lm-popup .mlp-lm-ddopt:hover{background:#f5f7fc!important;} 3953 3954#mlp-lm-popup input[type=tel]{ 3955 flex:1!important;padding:13px 14px!important; 3956 background:#fff!important;border:1.5px solid #dde3f0!important; 3957 border-radius:10px!important;font-size:14px!important;font-weight:600!important; 3958 font-family:'Sora',Arial,sans-serif!important;color:#051E50!important; 3959 outline:none!important;width:auto!important;box-sizing:border-box!important; 3960 display:block!important;height:auto!important;line-height:normal!important; 3961 margin:0!important;box-shadow:none!important; 3962 transition:border-color .2s!important; 3963} 3964#mlp-lm-popup input[type=tel]:focus{border-color:#051E50!important;box-shadow:none!important;} 3965#mlp-lm-popup input[type=tel]::placeholder{color:#a8b5d4!important;font-weight:400!important;} 3966 3967#mlp-lm-popup .mlp-lm-phone-errmsg{ 3968 font-size:11px!important;color:#A32D2D!important; 3969 margin:6px 0 0!important;display:none!important;font-family:'Sora',Arial,sans-serif!important; 3970}
3971#mlp-lm-popup .mlp-lm-phone-errmsg.mlp-show{display:block!important;} 3972 3973/* Phone thank you state */ 3974#mlp-lm-phone-section.mlp-lm-hidden{display:none!important;} 3975#mlp-lm-phone-ty{display:none!important;text-align:center!important;padding:8px 0!important;} 3976#mlp-lm-phone-ty.mlp-lm-active{display:block!important;} 3977#mlp-lm-popup .mlp-lm-pty-icon{ 3978 width:40px!important;height:40px!important;border-radius:50%!important; 3979 background:#22c55e!important; 3980 display:flex!important;align-items:center!important;justify-content:center!important; 3981 margin:0 auto 10px!important; 3982} 3983#mlp-lm-popup .mlp-lm-pty-title{ 3984 font-size:14px!important;font-weight:700!important;color:#051E50!important; 3985 margin:0 0 6px!important;font-family:'Sora',Arial,sans-serif!important; 3986} 3987#mlp-lm-popup .mlp-lm-pty-sub{ 3988 font-size:12px!important;color:#5b6f9a!important;line-height:1.6!important; 3989 margin:0!important;font-family:'Sora',Arial,sans-serif!important; 3990} 3991#mlp-lm-popup .mlp-lm-countdown{ 3992 margin:10px 0 0!important;font-size:11px!important;color:#a8b5d4!important; 3993 font-family:'Sora',Arial,sans-serif!important;min-height:16px!important;text-align:center!important; 3994} 3995 3996@media(max-width:480px){ 3997 #mlp-lm-screen1{padding:24px 18px 22px!important;} 3998 #mlp-lm-popup .mlp-lm-s2body{padding:20px 18px 22px!important;} 3999 #mlp-lm-popup .mlp-lm-headline{font-size:26px!important;} 4000 #mlp-lm-popup .mlp-lm-hl-pill{font-size:28px!important;} 4001}</style><div id="mlp-lm-overlay"><div id="mlp-lm-popup"><button id="mlp-lm-close" onclick="mlpLmClose()" type="button">Ã</button> 4002<span class="mlp-lm-stripe"></span><div id="mlp-lm-screen1"><div class="mlp-lm-headline"> 4003Wait â don't leave<br>without your free<br> 4004<span class="mlp-lm-hl-pill">AI/ML Roadmap</span></div><p class="mlp-lm-sub">The step-by-step path used by 25,000+ learners to go from zero to career-ready in AI/ML.</p><div class="mlp-lm-fields"><div class="mlp-lm-fw"> 4005<input type="text" id="mlp-lm-name" placeholder="Your Name" autocomplete="given-name"/></div><div class="mlp-lm-fw"> 4006<input type="email" id="mlp-lm-email" placeholder="Your Email Address" autocomplete="email"/></div><div class="mlp-lm-errmsg" id="mlp-lm-err1">Please fill in your name and a valid email.</div></div> 4007<button class="mlp-lm-btn" type="button" onclick="mlpLmSubmitMain()">Send Me the Roadmap â</button><div class="mlp-lm-guarantees"> 4008<span class="mlp-lm-guarantee">ð 100% Free</span> 4009<span class="mlp-lm-guarantee">â No spam, ever</span> 4010<span class="mlp-lm-guarantee">â Instant delivery</span></div> 4011<button class="mlp-lm-skip" type="button" onclick="mlpLmClose()">No thanks, I'll figure it out myself</button></div><div id="mlp-lm-screen2"><div class="mlp-lm-gbar"><div class="mlp-lm-gbar-ic"> 4012<svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="#fff" stroke-width="3" stroke-linecap="round" stroke-linejoin="round"><polyline points="20 6 9 17 4 12"/></svg></div><div><p class="mlp-lm-gbar-t">Roadmap sent to your inbox!</p><p class="mlp-lm-gbar-s">Can't find it? Check your spam or promotions tab.</p></div></div><div class="mlp-lm-s2body"><p class="mlp-lm-s2hl">Not sure where to start?</p><p class="mlp-lm-s2sub">Book a free 15-min call â our team will map out the right path for your background. Zero sales pressure.</p><div class="mlp-lm-cbw"><div class="mlp-lm-cbw-head"> 4013<span class="mlp-lm-cbw-ico">ð</span><div><p class="mlp-lm-cbw-title">Request a free callback</p><p class="mlp-lm-cbw-sub"><span class="mlp-lm-cbw-dot"></span>Team available · 15 min · No commitment</p></div></div><div class="mlp-lm-cbw-inputs"><div id="mlp-lm-phone-section"><div class="mlp-lm-phone-row"><div id="mlp-lm-dial-display" onclick="mlpLmToggleDial()"> 4014<span id="mlp-lm-dial-flag">ð®ð³</span> 4015<span id="mlp-lm-dial-code">+91</span> 4016<span style="font-size:10px;color:#a8b5d4;">â¾</span><div id="mlp-lm-dial-dropdown"><div class="mlp-lm-ddopt" data-flag="ð®ð³" data-code="+91">ð®ð³ India +91</div><div class="mlp-lm-ddopt" data-flag="ðºð¸" data-code="+1">ðºð¸ USA +1</div><div class="mlp-lm-ddopt" data-flag="ð¬ð§" data-code="+44">ð¬ð§ UK +44</div><div class="mlp-lm-ddopt" data-flag="ð¦ðº" data-code="+61">ð¦ðº AUS +61</div><div class="mlp-lm-ddopt" data-flag="ð¦ðª" data-code="+971">ð¦ðª UAE +971</div><div class="mlp-lm-ddopt" data-flag="ð¸ð¬" data-code="+65">ð¸ð¬ SG +65</div><div class="mlp-lm-ddopt" data-flag="ð²ð¾" data-code="+60">ð²ð¾ MY +60</div><div class="mlp-lm-ddopt" data-flag="ðµð°" data-code="+92">ðµð° PK +92</div><div class="mlp-lm-ddopt" data-flag="ð§ð©" data-code="+880">ð§ð© BD +880</div><div class="mlp-lm-ddopt" data-flag="ð³ðµ" data-code="+977">ð³ðµ NP +977</div><div class="mlp-lm-ddopt" data-flag="ð±ð°" data-code="+94">ð±ð° LK +94</div><div class="mlp-lm-ddopt" data-flag="ð«ð·" data-code="+33">ð«ð· FR +33</div><div class="mlp-lm-ddopt" data-flag="ð©ðª" data-code="+49">ð©ðª DE +49</div><div class="mlp-lm-ddopt" data-flag="ð®ð¹" data-code="+39">ð®ð¹ IT +39</div><div class="mlp-lm-ddopt" data-flag="ðªð¸" data-code="+34">ðªð¸ ES +34</div><div class="mlp-lm-ddopt" data-flag="ð³ð±" data-code="+31">ð³ð± NL +31</div><div class="mlp-lm-ddopt" data-flag="ð¸ðª" data-code="+46">ð¸ðª SE +46</div><div class="mlp-lm-ddopt" data-flag="ð¨ð" data-code="+41">ð¨ð CH +41</div><div class="mlp-lm-ddopt" data-flag="ðµð±" data-code="+48">ðµð± PL +48</div><div class="mlp-lm-ddopt" data-flag="ð¹ð·" data-code="+90">ð¹ð· TR +90</div><div class="mlp-lm-ddopt" data-flag="ð¸ð¦" data-code="+966">ð¸ð¦ SA +966</div><div class="mlp-lm-ddopt" data-flag="ð¶ð¦" data-code="+974">ð¶ð¦ QA +974</div><div class="mlp-lm-ddopt" data-flag="ð°ð¼" data-code="+965">ð°ð¼ KW +965</div><div class="mlp-lm-ddopt" data-flag="ð´ð²" data-code="+968">ð´ð² OM +968</div><div class="mlp-lm-ddopt" data-flag="ð§ð" data-code="+973">ð§ð BH +973</div><div class="mlp-lm-ddopt" data-flag="ðªð¬" data-code="+20">ðªð¬ EG +20</div><div class="mlp-lm-ddopt" data-flag="ð¿ð¦" data-code="+27">ð¿ð¦ ZA +27</div><div class="mlp-lm-ddopt" data-flag="ð³ð¬" data-code="+234">ð³ð¬ NG +234</div><div class="mlp-lm-ddopt" data-flag="ð°ðª" data-code="+254">
4016ð°ðª KE +254</div><div class="mlp-lm-ddopt" data-flag="ð¬ð" data-code="+233">ð¬ð GH +233</div><div class="mlp-lm-ddopt" data-flag="ð¨ð³" data-code="+86">ð¨ð³ CN +86</div><div class="mlp-lm-ddopt" data-flag="ð¯ðµ" data-code="+81">ð¯ðµ JP +81</div><div class="mlp-lm-ddopt" data-flag="ð°ð·" data-code="+82">ð°ð· KR +82</div><div class="mlp-lm-ddopt" data-flag="ð®ð©" data-code="+62">ð®ð© ID +62</div><div class="mlp-lm-ddopt" data-flag="ðµð" data-code="+63">ðµð PH +63</div><div class="mlp-lm-ddopt" data-flag="ð§ð·" data-code="+55">ð§ð· BR +55</div><div class="mlp-lm-ddopt" data-flag="ð²ð½" data-code="+52">ð²ð½ MX +52</div><div class="mlp-lm-ddopt" data-flag="ð¦ð·" data-code="+54">ð¦ð· AR +54</div><div class="mlp-lm-ddopt" data-flag="ð¨ð¦" data-code="+1">ð¨ð¦ CA +1</div><div class="mlp-lm-ddopt" data-flag="ð³ð¿" data-code="+64">ð³ð¿ NZ +64</div><div class="mlp-lm-ddopt" data-flag="ð®ðª" data-code="+353">ð®ðª IE +353</div></div></div> 4017<input type="tel" id="mlp-lm-phone" placeholder="Enter your number" autocomplete="tel"/></div><div class="mlp-lm-phone-errmsg" id="mlp-lm-err2">Please enter your phone number.</div></div><div id="mlp-lm-phone-ty"><div class="mlp-lm-pty-icon"> 4018<svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="#fff" stroke-width="3" stroke-linecap="round" stroke-linejoin="round"><polyline points="20 6 9 17 4 12"/></svg></div><p class="mlp-lm-pty-title">Thank you for your submission!</p><p class="mlp-lm-pty-sub">Our team will call you shortly. You'll also receive a confirmation on your email.</p></div></div></div><div id="mlp-lm-s2-actions"> 4019<button class="mlp-lm-btn" type="button" onclick="mlpLmSubmitPhone()" id="mlp-lm-callback-cta">Book Your Free Call â</button><div class="mlp-lm-countdown" id="mlp-lm-countdown"></div> 4020<button class="mlp-lm-skip" type="button" onclick="mlpLmClose()">I'll figure it out on my own</button></div></div></div></div></div>
4020<script type="litespeed/javascript">(function(){function mlpGA4(e,p){try{if(typeof gtag==='function')gtag('event',e,p);}catch(x){}} 4021var shown=!1;var ck='mlp_lm_shown';var storedName='';var storedEmail='';function gc(n){var m=document.cookie.match(new RegExp('(^| )'+n+'=([^;]+)'));return m?m[2]:null} 4022function sc(n,v,d){document.cookie=n+'='+v+';expires='+new Date(Date.now()+d*864e5).toUTCString()+';path=/'} 4023window.mlpLmShow=function(){if(shown||gc(ck))return;shown=!0;document.getElementById('mlp-lm-overlay').classList.add('mlp-lm-on');mlpGA4('popup_view',{popup_name:'leadmagnet_popup',page_path:window.location.pathname});document.body.style.overflow='hidden'};window.mlpLmClose=function(){var o=document.getElementById('mlp-lm-overlay');o.style.transition='opacity 0.2s';o.style.opacity='0';setTimeout(function(){o.classList.remove('mlp-lm-on');o.style.opacity='';o.style.transition='';document.body.style.overflow=''},220);sc(ck,'1',7)};window.mlpLmSubmitMain=function(){var name=document.getElementById('mlp-lm-name').value.trim();var email=document.getElementById('mlp-lm-email').value.trim();var err=document.getElementById('mlp-lm-err1');var ok=!0;document.getElementById('mlp-lm-name').style.borderColor='';document.getElementById('mlp-lm-email').style.borderColor='';if(!name){document.getElementById('mlp-lm-name').style.borderColor='rgba(239,68,68,0.7)';ok=!1} 4024if(!email||!/\S+@\S+\.\S+/.test(email)){document.getElementById('mlp-lm-email').style.borderColor='rgba(239,68,68,0.7)';ok=!1} 4025if(!ok){err.classList.add('mlp-show');return} 4026err.classList.remove('mlp-show');storedName=name;storedEmail=email;document.getElementById('mlp-lm-zoho-name').value=name;document.getElementById('mlp-lm-zoho-email').value=email;document.getElementById('mlp-lm-roadmap-form').submit();document.getElementById('mlp-lm-screen1').classList.add('mlp-lm-hidden');document.getElementById('mlp-lm-screen2').classList.add('mlp-lm-active');sc(ck,'1',7)};window.mlpLmSubmitPhone=function(){var phone=document.getElementById('mlp-lm-phone').value.trim();var dial=document.getElementById('mlp-lm-dial-code').textContent;var err=document.getElementById('mlp-lm-err2');if(!phone){document.getElementById('mlp-lm-phone').style.borderColor='rgba(239,68,68,0.7)';err.classList.add('mlp-show');setTimeout(function(){document.getElementById('mlp-lm-phone').style.borderColor=''},2000);return} 4027err.classList.remove('mlp-show');document.getElementById('mlp-lm-zoho-name2').value=storedName;document.getElementById('mlp-lm-zoho-email2').value=storedEmail;document.getElementById('mlp-lm-zoho-phone').value=dial+phone;document.getElementById('mlp-lm-callback-form').submit();fetch('https://script.google.com/macros/s/AKfycbxLjC6iLf7GzYN7Zp3nqh4kFzV_PKvQVNPHxVQNlJ83gSnZD2iVNSjvNvCfpbGdqNYkVQ/exec',{method:'POST',mode:'no-cors',body:JSON.stringify({contact_data:[{lastname:storedName,phone:dial+phone,contact_email:storedEmail,source:'Lead Magnet Popup - Callback'}]})}).catch(function(err){console.warn('Sheet submit failed:',err)});document.getElementById('mlp-lm-phone-section').classList.add('mlp-lm-hidden');document.getElementById('mlp-lm-phone-ty').classList.add('mlp-lm-active');document.getElementById('mlp-lm-s2-actions').style.display='none';mlpLmStartCountdown()};function mlpLmStartCountdown(){var c=8;var el=document.getElementById('mlp-lm-countdown');el.style.display='block';el.textContent='Redirecting in '+c+' seconds...';var t=setInterval(function(){c--;el.textContent='Redirecting in '+c+' seconds...';if(c<=0){clearInterval(t);window.location.href='https://machinelearningplus.com/free-data-science-training/?cb=1'}},1000)} 4028window.mlpLmToggleDial=function(){var d=document.getElementById('mlp-lm-dial-dropdown');d.style.display=d.style.display==='none'?'block':'none'};document.addEventListener('click',function(e){var dial=document.getElementById('mlp-lm-dial-display');if(dial&&!dial.contains(e.target)){var dd=document.getElementById('mlp-lm-dial-dropdown');if(dd)dd.style.display='none'}});document.querySelectorAll('.mlp-lm-ddopt').forEach(function(opt){opt.addEventListener('click',function(e){e.stopPropagation();document.getElementById('mlp-lm-dial-flag').textContent=this.dataset.flag;document.getElementById('mlp-lm-dial-code').textContent=this.dataset.code;document.getElementById('mlp-lm-dial-dropdown').style.display='none'})});document.getElementById('mlp-lm-overlay').addEventListener('click',function(e){if(e.target.id==='mlp-lm-overlay')mlpLmClose();});document.addEventListener('keydown',function(e){if(e.key==='Escape')mlpLmClose();});
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4065<script type="litespeed/javascript">(function(){if(window.__mlpqInjected)return;var SKIP_PATH=/^\/(sql|pyspark|linux)\//;if(SKIP_PATH.test(window.location.pathname))return;var HTML=''+'<a class="mlpq" href="https://machinelearningplus.com/personalised-roadmap/?src=sidebar_toc"'+' aria-label="Build your personalised AI roadmap \u2014 free, 3 minutes">'+'<span class="mlpq__top"></span>'+'<span class="mlpq__body">'+'<span class="mlpq__eyebrow">Free · 3 minutes</span>'+'<span class="mlpq__strike">Another generic roadmap</span>'+'<span class="mlpq__h">A roadmap built <em>for you</em></span>'+'<span class="mlpq__sub">Your skill level, your target role, your real weekly hours.</span>'+'<span class="mlpq__cta">Build my roadmap'+'<svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="3"'+' stroke-linecap="round" stroke-linejoin="round" aria-hidden="true">'+'<path d="M5 12h14M12 5l7 7-7 7"/></svg></span>'+'<span class="mlpq__foot">57,000+ learners</span>'+'</span></a>';function inject(){try{var rail=document.querySelector('.blogv4-toc');if(!rail)return;if(rail.querySelector('.mlpq'))return;var heading=rail.querySelector('.blogv4-toc__heading');if(!heading)return;heading.insertAdjacentHTML('beforebegin',HTML);window.__mlpqInjected=!0}catch(e){}} 4066if(document.readyState==='loading'){document.addEventListener('DOMContentLiteSpeedLoaded',inject)}else{inject()}})()</script>
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4069 <p id="dummy_text" style="display: none;">test</p>
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