1 2<!doctype html> 3<html lang="en" class="no-js"> 4 <head> 5 6 <meta charset="utf-8"> 7 <meta name="viewport" content="width=device-width,initial-scale=1"> 8 9 <meta name="description" content="We try to make learning deep learning, deep bayesian learning, and deep reinforcement learning math and code easier. Open-source and used by thousands globally."> 10 11 12 <meta name="author" content="Ritchie Ng"> 13 14 15 <link rel="canonical" href="https://www.deeplearningwizard.com/about/"> 16 17 18 <link rel="prev" href=".."> 19 20 21 <link rel="next" href="../review/"> 22 23 24 <link rel="icon" href="../docs/assets/favicon.ico"> 25 <meta name="generator" content="mkdocs-1.6.0, mkdocs-material-9.5.31"> 26 27 28 29 <title>About Us - Deep Learning Wizard</title> 30 31 32 33 <link rel="stylesheet" href="../assets/stylesheets/main.3cba04c6.min.css"> 34 35 36 <link rel="stylesheet" href="../assets/stylesheets/palette.06af60db.min.css"> 37 38 39 40 41 42 43 44 45 46 47 48 49 <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin> 50 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback"> 51 <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style> 52 53 54 55
55<script>__md_scope=new URL("..",location),__md_hash=e=>[...e].reduce((e,_)=>(e<<5)-e+_.charCodeAt(0),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
55 56 57 58 59 60 61 62 63
64<script id="__analytics">function __md_analytics(){function n(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],n("js",new Date),n("config","UA-122083328-1"),document.addEventListener("DOMContentLoaded",function(){document.forms.search&&document.forms.search.query.addEventListener("blur",function(){this.value&&n("event","search",{search_term:this.value})}),document$.subscribe(function(){var a=document.forms.feedback;if(void 0!==a)for(var e of a.querySelectorAll("[type=submit]"))e.addEventListener("click",function(e){e.preventDefault();var t=document.location.pathname,e=this.getAttribute("data-md-value");n("event","feedback",{page:t,data:e}),a.firstElementChild.disabled=!0;e=a.querySelector(".md-feedback__note [data-md-value='"+e+"']");e&&(e.hidden=!1)}),a.hidden=!1}),location$.subscribe(function(e){n("config","UA-122083328-1",{page_path:e.pathname})})});var e=document.createElement("script");e.async=!0,e.src="https://www.googletagmanager.com/gtag/js?id=UA-122083328-1",document.getElementById("__analytics").insertAdjacentElement("afterEnd",e)}</script>
64 65 66
66<script>"undefined"!=typeof __md_analytics&&__md_analytics()</script>
66 67 68 69 70 71 72 <link rel="stylesheet" href="../assets/stylesheets/custom.00c04c01.min.css"> 73 74 </head> 75 76 77 78 79 80 81 82 83 84 <body dir="ltr" data-md-color-scheme="default" data-md-color-primary="indigo" data-md-color-accent="indigo"> 85 86 87 <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off"> 88 <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off"> 89 <label class="md-overlay" for="__drawer"></label> 90 <div data-md-component="skip"> 91 92 93 <a href="#about-us" class="md-skip"> 94 Skip to content 95 </a> 96 97 </div> 98 <div data-md-component="announce"> 99 100 <aside class="md-banner"> 101 <div class="md-banner__inner md-grid md-typeset"> 102 103 104 For updates follow us on 105 <a href="https://twitter.com/deeplearningwiz"> 106 <span class="twemoji twitter"> 107 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"/></svg> 108 </span> 109 <strong>Twitter</strong> 110 </a> 111 <a href="https://www.linkedin.com/company/deeplearningwizard"> 112 <span class="twemoji linkedin" style="color:#0077B5"> 113 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"/></svg> 114 </span> 115 <strong>Linkedin</strong> 116 </a> 117 <a href="https://www.facebook.com/DeepLearningWizard/"> 118 <span class="twemoji facebook" style="color:#4267B2"> 119 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M512 256C512 114.6 397.4 0 256 0S0 114.6 0 256c0 120 82.7 220.8 194.2 248.5V334.2h-52.8V256h52.8v-33.7c0-87.1 39.4-127.5 125-127.5 16.2 0 44.2 3.2 55.7 6.4V172c-6-.6-16.5-1-29.6-1-42 0-58.2 15.9-58.2 57.2V256h83.6l-14.4 78.2H287v175.9C413.8 494.8 512 386.9 512 256z"/></svg> 120 </span> 121 <strong>Facebook</strong> 122 </a> 123 or subscribe to our channel on 124 <a href="https://www.youtube.com/channel/UCJz2MIjiCosOQCwhnsYxeEw"> 125 <span class="twemoji twitter" style="color:#FF0000"> 126 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M549.655 124.083c-6.281-23.65-24.787-42.276-48.284-48.597C458.781 64 288 64 288 64S117.22 64 74.629 75.486c-23.497 6.322-42.003 24.947-48.284 48.597-11.412 42.867-11.412 132.305-11.412 132.305s0 89.438 11.412 132.305c6.281 23.65 24.787 41.5 48.284 47.821C117.22 448 288 448 288 448s170.78 0 213.371-11.486c23.497-6.321 42.003-24.171 48.284-47.821 11.412-42.867 11.412-132.305 11.412-132.305s0-89.438-11.412-132.305zm-317.51 213.508V175.185l142.739 81.205-142.739 81.201z"/></svg> 127 </span> 128 <strong>YouTube</strong> 129 </a> 130 131 </div> 132 133 </aside> 134 135 </div> 136 137 138 139 140<header class="md-header" data-md-component="header"> 141 <nav class="md-header__inner md-grid" aria-label="Header"> 142 <a href=".." title="Deep Learning Wizard" class="md-header__button md-logo" aria-label="Deep Learning Wizard" data-md-component="logo"> 143 144 145 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M24 32c13.3 0 24 10.7 24 24v352c0 13.3 10.7 24 24 24h416c13.3 0 24 10.7 24 24s-10.7 24-24 24H72c-39.8 0-72-32.2-72-72V56c0-13.3 10.7-24 24-24zm104 104
145c0-13.3 10.7-24 24-24h208c13.3 0 24 10.7 24 24s-10.7 24-24 24H152c-13.3 0-24-10.7-24-24zm24 72h144c13.3 0 24 10.7 24 24s-10.7 24-24 24H152c-13.3 0-24-10.7-24-24s10.7-24 24-24zm0 96h272c13.3 0 24 10.7 24 24s-10.7 24-24 24H152c-13.3 0-24-10.7-24-24s10.7-24 24-24z"/></svg> 146 147 </a> 148 <label class="md-header__button md-icon" for="__drawer"> 149 150 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3V6m0 5h18v2H3v-2m0 5h18v2H3v-2Z"/></svg> 151 </label> 152 <div class="md-header__title" data-md-component="header-title"> 153 <div class="md-header__ellipsis"> 154 <div class="md-header__topic"> 155 <span class="md-ellipsis"> 156 Deep Learning Wizard 157 </span> 158 </div> 159 <div class="md-header__topic" data-md-component="header-topic"> 160 <span class="md-ellipsis"> 161 162 About Us 163 164 </span> 165 </div> 166 </div> 167 </div> 168 169 170 <form class="md-header__option" data-md-component="palette"> 171 172 173 174 175 <input class="md-option" data-md-color-media="" data-md-color-scheme="default" data-md-color-primary="indigo" data-md-color-accent="indigo" aria-label="Switch to dark mode" type="radio" name="__palette" id="__palette_0"> 176 177 <label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_1" hidden> 178 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M17 6H7c-3.31 0-6 2.69-6 6s2.69 6 6 6h10c3.31 0 6-2.69 6-6s-2.69-6-6-6zm0 10H7c-2.21 0-4-1.79-4-4s1.79-4 4-4h10c2.21 0 4 1.79 4 4s-1.79 4-4 4zM7 9c-1.66 0-3 1.34-3 3s1.34 3 3 3 3-1.34 3-3-1.34-3-3-3z"/></svg> 179 </label> 180 181 182 183 184 185 <input class="md-option" data-md-color-media="" data-md-color-scheme="slate" data-md-color-primary="indigo" data-md-color-accent="indigo" aria-label="Switch to light mode" type="radio" name="__palette" id="__palette_1"> 186 187 <label class="md-header__button md-icon" title="Switch to light mode" for="__palette_0" hidden> 188 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M17 7H7a5 5 0 0 0-5 5 5 5 0 0 0 5 5h10a5 5 0 0 0 5-5 5 5 0 0 0-5-5m0 8a3 3 0 0 1-3-3 3 3 0 0 1 3-3 3 3 0 0 1 3 3 3 3 0 0 1-3 3Z"/></svg> 189 </label> 190 191 192</form> 193 194 195 196
196<script>var media,input,key,value,palette=__md_get("__palette");if(palette&&palette.color){"(prefers-color-scheme)"===palette.color.media&&(media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']"),palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent"));for([key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
196 197 198 199 200 <label class="md-header__button md-icon" for="__search"> 201 202 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5Z"/></svg> 203 </label> 204 <div class="md-search" data-md-component="search" role="dialog"> 205 <label class="md-search__overlay" for="__search"></label> 206 <div class="md-search__inner" role="search"> 207 <form class="md-search__form" name="search"> 208 <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required> 209 <label class="md-search__icon md-icon" for="__search"> 210 211 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5Z"/></svg> 212 213 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg> 214 </label> 215 <nav class="md-search__options" aria-label="Search"> 216 217 <a href="javascript:void(0)" class="md-search__icon md-icon" title="Share" aria-label="Share" data-clipboard data-clipboard-text="" data-md-component="search-share" tabindex="-1"> 218 219 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M18 16.08c-.76 0-1.44.3-1.96.77L8.91 12.7c.05-.23.09-.46.09-.7 0-.24-.04-.47-.09-.7l7.05-4.11c.54.5 1.25.81 2.04.81a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3c0 .24.04.47.09.7L8.04 9.81C7.5 9.31 6.79 9 6 9a3 3 0 0 0-3 3 3 3 0 0 0 3 3c.79 0 1.5-.31 2.04-.81l7.12 4.15c-.05.21-.08.43-.08.66 0 1.61 1.31 2.91 2.92 2.91 1.61 0 2.92-1.3 2.92-2.91A2.92 2.92 0 0 0 18 16.08Z"/></svg> 220 </a> 221 222 <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1"> 223 224 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12 19 6.41Z"/></svg> 225 </button> 226 </nav> 227 228 <div class="md-search__suggest" data-md-component="search-suggest"></div> 229 230 </form> 231 <div class="md-search__output"> 232 <div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix> 233 <div class="md-search-result" data-md-component="search-result"> 234 <div class="md-search-result__meta"> 235 Initializing search 236 </div> 237 <ol class="md-search-result__list" role="presentation"></ol> 238 </div> 239 </div> 240 </div> 241 </div> 242</div> 243 244 245 <div class="md-header__source"> 246 <a href="https://github.com/ritchieng/deep-learning-wizard" title="Go to repository" class="md-source" data-md-component="source"> 247 <div class="md-source__icon md-icon"> 248 249 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg> 250 </div> 251 <div class="md-source__repository"> 252 ritchieng/deep-learning-wizard 253 </div> 254</a> 255 </div> 256 257 </nav> 258 259</header> 260 261 <div class="md-container" data-md-component="container"> 262 263 264 265 266 267<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs"> 268 <div class="md-grid"> 269 <ul class="md-tabs__list"> 270 271 272 273 274 275 <li class="md-tabs__item"> 276 <a href=".." class="md-tabs__link"> 277 278 279 280 281 Home 282 283 </a> 284 </li> 285 286 287 288 289 290 291 292 293 294 295 296 <li class="md-tabs__item md-tabs__item--active"> 297 <a href="./" class="md-tabs__link"> 298 299 300 About 301 302 </a> 303 </li> 304 305 306 307 308 309 310 311 312 313 314 <li class="md-tabs__item"> 315 <a href="../deep_learning/intro/" class="md-tabs__link"> 316 317 318 Deep Learning 319 320 </a> 321 </li> 322 323 324 325 326 327 328 329 330 331 332 <li class="md-tabs__item"> 333 <a href="../language_model/intro/" class="md-tabs__link"> 334 335 336 Language Model 337 338 </a> 339 </li> 340 341 342 343 344 345 346 347 348 349 350 <li class="md-tabs__item"> 351 <a href="../machine_learning/intro/" class="md-tabs__link"> 352 353 354 Machine Learning 355 356 </a> 357 </li> 358 359 360 361 362 363 364 365 366 367 368 <li class="md-tabs__item"> 369 <a href="../programming/intro/" class="md-tabs__link"> 370 371 372 Programming 373 374 </a> 375 </li> 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 <li class="md-tabs__item"> 393 <a href="../data_engineering/nosql/cassandra/intro/" class="md-tabs__link"> 394 395 396 Data Engineering 397 398 </a> 399 </li> 400 401 402 403 404 405 406 407 408 409 410 411 412 413 <li class="md-tabs__item"> 414 <a href="../blog/" class="md-tabs__link"> 415 416 417 Blog 418 419 </a> 420 </li> 421 422 423 424 425 </ul> 426 </div> 427</nav> 428 429 430 431 <main class="md-main" data-md-component="main"> 432 <div class="md-main__inner md-grid"> 433 434 435 436 <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" > 437 <div class="md-sidebar__scrollwrap"> 438 <div class="md-sidebar__inner"> 439 440 441 442 443 444 445<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0"> 446 <label class="md-nav__title" for="__drawer"> 447 <a href=".." title="Deep Learning Wizard" class="md-nav__button md-logo" aria-label="Deep Learning Wizard" data-md-component="logo"> 448 449 450 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M24 32c13.3 0 24 10.7 24 24v352c0 13.3 10.7 24 24 24h416c13.3 0 24 10.7 24 24s-10.7 24-24 24H72c-39.8 0-72-32.2-72-72V56c0-13.3 10.7-24 24-24zm104 104
450c0-13.3 10.7-24 24-24h208c13.3 0 24 10.7 24 24s-10.7 24-24 24H152c-13.3 0-24-10.7-24-24zm24 72h144c13.3 0 24 10.7 24 24s-10.7 24-24 24H152c-13.3 0-24-10.7-24-24s10.7-24 24-24zm0 96h272c13.3 0 24 10.7 24 24s-10.7 24-24 24H152c-13.3 0-24-10.7-24-24s10.7-24 24-24z"/></svg> 451 452 </a> 453 Deep Learning Wizard 454 </label> 455 456 <div class="md-nav__source"> 457 <a href="https://github.com/ritchieng/deep-learning-wizard" title="Go to repository" class="md-source" data-md-component="source"> 458 <div class="md-source__icon md-icon"> 459 460 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg> 461 </div> 462 <div class="md-source__repository"> 463 ritchieng/deep-learning-wizard 464 </div> 465</a> 466 </div> 467 468 <ul class="md-nav__list" data-md-scrollfix> 469 470 471 472 473 474 475 476 <li class="md-nav__item"> 477 <a href=".." class="md-nav__link"> 478 479 480 <span class="md-ellipsis"> 481 Home 482 </span> 483 484 485 </a> 486 </li> 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 <li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested"> 511 512 513 514 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" checked> 515 516 517 <label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex=""> 518 519 520 <span class="md-ellipsis"> 521 About 522 </span> 523 524 525 <span class="md-nav__icon md-icon"></span> 526 </label> 527 528 <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="true"> 529 <label class="md-nav__title" for="__nav_2"> 530 <span class="md-nav__icon md-icon"></span> 531 About 532 </label> 533 <ul class="md-nav__list" data-md-scrollfix> 534 535 536 537 538 539 540 541 542 543 <li class="md-nav__item md-nav__item--active"> 544 545 <input class="md-nav__toggle md-toggle" type="checkbox" id="__toc"> 546 547 548 549 550 551 <label class="md-nav__link md-nav__link--active" for="__toc"> 552 553 554 <span class="md-ellipsis"> 555 About Us 556 </span> 557 558 559 <span class="md-nav__icon md-icon"></span> 560 </label> 561 562 <a href="./" class="md-nav__link md-nav__link--active"> 563 564 565 <span class="md-ellipsis"> 566 About Us 567 </span> 568 569 570 </a> 571 572 573 574<nav class="md-nav md-nav--secondary" aria-label="Table of contents"> 575 576 577 578 579 580 581 <label class="md-nav__title" for="__toc"> 582 <span class="md-nav__icon md-icon"></span> 583 Table of contents 584 </label> 585 <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix> 586 587 <li class="md-nav__item"> 588 <a href="#core-contributor" class="md-nav__link"> 589 <span class="md-ellipsis"> 590 Core Contributor 591 </span> 592 </a> 593 594</li> 595 596 <li class="md-nav__item"> 597 <a href="#individual-supporters" class="md-nav__link"> 598 <span class="md-ellipsis"> 599 Individual Supporters 600 </span> 601 </a> 602 603</li> 604 605 <li class="md-nav__item"> 606 <a href="#corporate-supporters" class="md-nav__link"> 607 <span class="md-ellipsis"> 608 Corporate Supporters 609 </span> 610 </a> 611 612</li> 613 614 <li class="md-nav__item"> 615 <a href="#citation" class="md-nav__link"> 616 <span class="md-ellipsis"> 617 Citation 618 </span> 619 </a> 620 621</li> 622 623 </ul> 624 625</nav> 626 627 </li> 628 629 630 631 632 633 634 635 636 637 638 <li class="md-nav__item"> 639 <a href="../review/" class="md-nav__link"> 640 641 642 <span class="md-ellipsis"> 643 Reviews 644 </span> 645 646 647 </a> 648 </li> 649 650 651 652 653 </ul> 654 </nav> 655 656 </li> 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 <li class="md-nav__item md-nav__item--nested"> 676 677 678 679 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" > 680 681 682 <label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0"> 683 684 685 <span class="md-ellipsis"> 686 Deep Learning 687 </span> 688 689
690 <span class="md-nav__icon md-icon"></span> 691 </label> 692 693 <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false"> 694 <label class="md-nav__title" for="__nav_3"> 695 <span class="md-nav__icon md-icon"></span> 696 Deep Learning 697 </label> 698 <ul class="md-nav__list" data-md-scrollfix> 699 700 701 702 703 704 705 706 <li class="md-nav__item"> 707 <a href="../deep_learning/intro/" class="md-nav__link"> 708 709 710 <span class="md-ellipsis"> 711 Introduction 712 </span> 713 714 715 </a> 716 </li> 717 718 719 720 721 722 723 724 725 726 727 <li class="md-nav__item"> 728 <a href="../deep_learning/course_progression/" class="md-nav__link"> 729 730 731 <span class="md-ellipsis"> 732 Course Progression 733 </span> 734 735 736 </a> 737 </li> 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 <li class="md-nav__item md-nav__item--nested"> 758 759 760 761 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_3" > 762 763 764 <label class="md-nav__link" for="__nav_3_3" id="__nav_3_3_label" tabindex="0"> 765 766 767 <span class="md-ellipsis"> 768 Practical Deep Learning with PyTorch 769 </span> 770 771 772 <span class="md-nav__icon md-icon"></span> 773 </label> 774 775 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_3_label" aria-expanded="false"> 776 <label class="md-nav__title" for="__nav_3_3"> 777 <span class="md-nav__icon md-icon"></span> 778 Practical Deep Learning with PyTorch 779 </label> 780 <ul class="md-nav__list" data-md-scrollfix> 781 782 783 784 785 786 787 788 <li class="md-nav__item"> 789 <a href="../deep_learning/practical_pytorch/pytorch_matrices/" class="md-nav__link"> 790 791 792 <span class="md-ellipsis"> 793 Matrices 794 </span> 795 796 797 </a> 798 </li> 799 800 801 802 803 804 805 806 807 808 809 <li class="md-nav__item"> 810 <a href="../deep_learning/practical_pytorch/pytorch_gradients/" class="md-nav__link"> 811 812 813 <span class="md-ellipsis"> 814 Gradients 815 </span> 816 817 818 </a> 819 </li> 820 821 822 823 824 825 826 827 828 829 830 <li class="md-nav__item"> 831 <a href="../deep_learning/practical_pytorch/pytorch_linear_regression/" class="md-nav__link"> 832 833 834 <span class="md-ellipsis"> 835 Linear Regression 836 </span> 837 838 839 </a> 840 </li> 841 842 843 844 845 846 847 848 849 850 851 <li class="md-nav__item"> 852 <a href="../deep_learning/practical_pytorch/pytorch_logistic_regression/" class="md-nav__link"> 853 854 855 <span class="md-ellipsis"> 856 Logistic Regression 857 </span> 858 859 860 </a> 861 </li> 862 863 864 865 866 867 868 869 870 871 872 <li class="md-nav__item"> 873 <a href="../deep_learning/practical_pytorch/pytorch_feedforward_neuralnetwork/" class="md-nav__link"> 874 875 876 <span class="md-ellipsis"> 877 Feedforward Neural Networks (FNN) 878 </span> 879 880 881 </a> 882 </li> 883 884 885 886 887 888 889 890 891 892 893 <li class="md-nav__item"> 894 <a href="../deep_learning/practical_pytorch/pytorch_convolutional_neuralnetwork/" class="md-nav__link"> 895 896 897 <span class="md-ellipsis"> 898 Convolutional Neural Networks (CNN) 899 </span> 900 901 902 </a> 903 </li> 904 905 906 907 908 909 910 911 912 913 914 <li class="md-nav__item"> 915 <a href="../deep_learning/practical_pytorch/pytorch_recurrent_neuralnetwork/" class="md-nav__link"> 916 917 918 <span class="md-ellipsis"> 919 Recurrent Neural Networks (RNN) 920 </span> 921 922 923 </a> 924 </li> 925 926 927 928 929 930 931 932 933 934 935 <li class="md-nav__item"> 936 <a href="../deep_learning/practical_pytorch/pytorch_lstm_neuralnetwork/" class="md-nav__link"> 937 938 939 <span class="md-ellipsis"> 940 Long Short Term Memory Neural Networks (LSTM) 941 </span> 942 943 944 </a> 945 </li> 946 947 948 949 950 951 952 953 954 955 956 <li class="md-nav__item"> 957 <a href="../deep_learning/practical_pytorch/pytorch_autoencoder/" class="md-nav__link"> 958 959 960 <span class="md-ellipsis"> 961 Autoencoders (AE) 962 </span> 963 964 965 </a> 966 </li> 967 968 969 970 971 972 973 974 975 976 977 <li class="md-nav__item"> 978 <a href="../deep_learning/practical_pytorch/pytorch_fc_overcomplete_ae/" class="md-nav__link"> 979 980 981 <span class="md-ellipsis"> 982 Fully-connected Overcomplete Autoencoder (AE) 983 </span> 984 985 986 </a> 987 </li> 988 989 990 991 992 </ul> 993 </nav> 994 995 </li> 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 <li class="md-nav__item md-nav__item--nested"> 1016 1017 1018 1019 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_4" > 1020 1021 1022 <label class="md-nav__link" for="__nav_3_4" id="__nav_3_4_label" tabindex="0"> 1023 1024 1025 <span class="md-ellipsis"> 1026 Improving Deep Learning with PyTorch 1027 </span> 1028 1029
1030 <span class="md-nav__icon md-icon"></span> 1031 </label> 1032 1033 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_4_label" aria-expanded="false"> 1034 <label class="md-nav__title" for="__nav_3_4"> 1035 <span class="md-nav__icon md-icon"></span> 1036 Improving Deep Learning with PyTorch 1037 </label> 1038 <ul class="md-nav__list" data-md-scrollfix> 1039 1040 1041 1042 1043 1044 1045 1046 <li class="md-nav__item"> 1047 <a href="../deep_learning/boosting_models_pytorch/derivative_gradient_jacobian/" class="md-nav__link"> 1048 1049 1050 <span class="md-ellipsis"> 1051 Derivative, Gradient and Jacobian 1052 </span> 1053 1054 1055 </a> 1056 </li> 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 <li class="md-nav__item"> 1068 <a href="../deep_learning/boosting_models_pytorch/forwardpropagation_backpropagation_gradientdescent/" class="md-nav__link"> 1069 1070 1071 <span class="md-ellipsis"> 1072 Forward- and Backward-propagation and Gradient Descent (From Scratch FNN Regression) 1073 </span> 1074 1075 1076 </a> 1077 </li> 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 <li class="md-nav__item"> 1089 <a href="../deep_learning/boosting_models_pytorch/lr_scheduling/" class="md-nav__link"> 1090 1091 1092 <span class="md-ellipsis"> 1093 Learning Rate Scheduling 1094 </span> 1095 1096 1097 </a> 1098 </li> 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 <li class="md-nav__item"> 1110 <a href="../deep_learning/boosting_models_pytorch/optimizers/" class="md-nav__link"> 1111 1112 1113 <span class="md-ellipsis"> 1114 Optimization Algorithms 1115 </span> 1116 1117 1118 </a> 1119 </li> 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 <li class="md-nav__item"> 1131 <a href="../deep_learning/boosting_models_pytorch/weight_initialization_activation_functions/" class="md-nav__link"> 1132 1133 1134 <span class="md-ellipsis"> 1135 Weight Initialization and Activation Functions 1136 </span> 1137 1138 1139 </a> 1140 </li> 1141 1142 1143 1144 1145 </ul> 1146 </nav> 1147 1148 </li> 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 <li class="md-nav__item md-nav__item--nested"> 1169 1170 1171 1172 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_5" > 1173 1174 1175 <label class="md-nav__link" for="__nav_3_5" id="__nav_3_5_label" tabindex="0"> 1176 1177 1178 <span class="md-ellipsis"> 1179 Deep Reinforcement Learning with PyTorch 1180 </span> 1181 1182 1183 <span class="md-nav__icon md-icon"></span> 1184 </label> 1185 1186 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_5_label" aria-expanded="false"> 1187 <label class="md-nav__title" for="__nav_3_5"> 1188 <span class="md-nav__icon md-icon"></span> 1189 Deep Reinforcement Learning with PyTorch 1190 </label> 1191 <ul class="md-nav__list" data-md-scrollfix> 1192 1193 1194 1195 1196 1197 1198 1199 <li class="md-nav__item"> 1200 <a href="../deep_learning/deep_reinforcement_learning_pytorch/supervised_to_rl/" class="md-nav__link"> 1201 1202 1203 <span class="md-ellipsis"> 1204 Supervised Learning to Reinforcement Learning (RL) 1205 </span> 1206 1207 1208 </a> 1209 </li> 1210 1211 1212 1213 1214 1215 1216 1217 1218 1219 1220 <li class="md-nav__item"> 1221 <a href="../deep_learning/deep_reinforcement_learning_pytorch/bellman_mdp/" class="md-nav__link"> 1222 1223 1224 <span class="md-ellipsis"> 1225 Markov Decision Processes (MDP) and Bellman Equations 1226 </span> 1227 1228 1229 </a> 1230 </li> 1231 1232 1233 1234 1235 1236 1237 1238 1239 1240 1241 <li class="md-nav__item"> 1242 <a href="../deep_learning/deep_reinforcement_learning_pytorch/dynamic_programming_frozenlake/" class="md-nav__link"> 1243 1244 1245 <span class="md-ellipsis"> 1246 Dynamic Programming 1247 </span> 1248 1249 1250 </a> 1251 </li> 1252 1253 1254 1255 1256 </ul> 1257 </nav> 1258 1259 </li> 1260 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274 1275 1276 1277 1278 1279 <li class="md-nav__item md-nav__item--nested"> 1280 1281 1282 1283 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6" > 1284 1285 1286 <label class="md-nav__link" for="__nav_3_6" id="__nav_3_6_label" tabindex="0"> 1287 1288 1289 <span class="md-ellipsis"> 1290 From Scratch Deep Learning with Python/PyTorch 1291 </span> 1292 1293
1294 <span class="md-nav__icon md-icon"></span> 1295 </label> 1296 1297 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_6_label" aria-expanded="false"> 1298 <label class="md-nav__title" for="__nav_3_6"> 1299 <span class="md-nav__icon md-icon"></span> 1300 From Scratch Deep Learning with Python/PyTorch 1301 </label> 1302 <ul class="md-nav__list" data-md-scrollfix> 1303 1304 1305 1306 1307 1308 1309 1310 <li class="md-nav__item"> 1311 <a href="../deep_learning/fromscratch/fromscratch_logistic_regression/" class="md-nav__link"> 1312 1313 1314 <span class="md-ellipsis"> 1315 From Scratch Logistic Regression Classification 1316 </span> 1317 1318 1319 </a> 1320 </li> 1321 1322 1323 1324 1325 </ul> 1326 </nav> 1327 1328 </li> 1329 1330 1331 1332 1333 1334 1335 1336 1337 1338 1339 1340 1341 1342 1343 1344 1345 1346 1347 1348 <li class="md-nav__item md-nav__item--nested"> 1349 1350 1351 1352 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_7" > 1353 1354 1355 <label class="md-nav__link" for="__nav_3_7" id="__nav_3_7_label" tabindex="0"> 1356 1357 1358 <span class="md-ellipsis"> 1359 Compute Optimization 1360 </span> 1361 1362 1363 <span class="md-nav__icon md-icon"></span> 1364 </label> 1365 1366 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_7_label" aria-expanded="false"> 1367 <label class="md-nav__title" for="__nav_3_7"> 1368 <span class="md-nav__icon md-icon"></span> 1369 Compute Optimization 1370 </label> 1371 <ul class="md-nav__list" data-md-scrollfix> 1372 1373 1374 1375 1376 1377 1378 1379 <li class="md-nav__item"> 1380 <a href="../deep_learning/production_pytorch/speed_optimization_basics_numba/" class="md-nav__link"> 1381 1382 1383 <span class="md-ellipsis"> 1384 Speed Optimization Basics Numba 1385 </span> 1386 1387 1388 </a> 1389 </li> 1390 1391 1392 1393 1394 </ul> 1395 </nav> 1396 1397 </li> 1398 1399 1400 1401 1402 </ul> 1403 </nav> 1404 1405 </li> 1406 1407 1408 1409 1410 1411 1412 1413 1414 1415 1416 1417 1418 1419 1420 1421 1422 1423 1424 <li class="md-nav__item md-nav__item--nested"> 1425 1426 1427 1428 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" > 1429 1430 1431 <label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0"> 1432 1433 1434 <span class="md-ellipsis"> 1435 Language Model 1436 </span> 1437 1438 1439 <span class="md-nav__icon md-icon"></span> 1440 </label> 1441 1442 <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false"> 1443 <label class="md-nav__title" for="__nav_4"> 1444 <span class="md-nav__icon md-icon"></span> 1445 Language Model 1446 </label> 1447 <ul class="md-nav__list" data-md-scrollfix> 1448 1449 1450 1451 1452 1453 1454 1455 <li class="md-nav__item"> 1456 <a href="../language_model/intro/" class="md-nav__link"> 1457 1458 1459 <span class="md-ellipsis"> 1460 Introduction 1461 </span> 1462 1463 1464 </a> 1465 </li> 1466 1467 1468 1469 1470 1471 1472 1473 1474 1475 1476 1477 1478 1479 1480 1481 1482 1483 1484 1485 <li class="md-nav__item md-nav__item--nested"> 1486 1487 1488 1489 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_2" > 1490 1491 1492 <label class="md-nav__link" for="__nav_4_2" id="__nav_4_2_label" tabindex="0"> 1493 1494 1495 <span class="md-ellipsis"> 1496 Containers 1497 </span> 1498 1499 1500 <span class="md-nav__icon md-icon"></span> 1501 </label> 1502 1503 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_2_label" aria-expanded="false"> 1504 <label class="md-nav__title" for="__nav_4_2"> 1505 <span class="md-nav__icon md-icon"></span> 1506 Containers 1507 </label> 1508 <ul class="md-nav__list" data-md-scrollfix> 1509 1510 1511 1512 1513 1514 1515 1516 <li class="md-nav__item"> 1517 <a href="../language_model/containers/hpc_containers_apptainer/" class="md-nav__link"> 1518 1519 1520 <span class="md-ellipsis"> 1521 HPC Containers with Apptainer 1522 </span> 1523 1524 1525 </a> 1526 </li> 1527 1528 1529 1530 1531 </ul> 1532 </nav> 1533 1534 </li> 1535 1536 1537 1538 1539 1540 1541 1542 1543 1544 1545 1546 1547 1548 1549 1550 1551 1552 1553 1554 <li class="md-nav__item md-nav__item--nested"> 1555 1556 1557 1558 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3" > 1559 1560 1561 <label class="md-nav__link" for="__nav_4_3" id="__nav_4_3_label" tabindex="0"> 1562 1563 1564 <span class="md-ellipsis"> 1565 LLMs 1566 </span> 1567 1568
1569 <span class="md-nav__icon md-icon"></span> 1570 </label> 1571 1572 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_3_label" aria-expanded="false"> 1573 <label class="md-nav__title" for="__nav_4_3"> 1574 <span class="md-nav__icon md-icon"></span> 1575 LLMs 1576 </label> 1577 <ul class="md-nav__list" data-md-scrollfix> 1578 1579 1580 1581 1582 1583 1584 1585 <li class="md-nav__item"> 1586 <a href="../language_model/llm/llm_intro_hyperparameter_tuning/" class="md-nav__link"> 1587 1588 1589 <span class="md-ellipsis"> 1590 LLMs Introduction and Hyperparameter Tuning 1591 </span> 1592 1593 1594 </a> 1595 </li> 1596 1597 1598 1599 1600 </ul> 1601 </nav> 1602 1603 </li> 1604 1605 1606 1607 1608 1609 1610 1611 1612 1613 1614 1615 1616 1617 1618 1619 1620 1621 1622 1623 <li class="md-nav__item md-nav__item--nested"> 1624 1625 1626 1627 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_4" > 1628 1629 1630 <label class="md-nav__link" for="__nav_4_4" id="__nav_4_4_label" tabindex="0"> 1631 1632 1633 <span class="md-ellipsis"> 1634 MMLMs 1635 </span> 1636 1637 1638 <span class="md-nav__icon md-icon"></span> 1639 </label> 1640 1641 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_4_label" aria-expanded="false"> 1642 <label class="md-nav__title" for="__nav_4_4"> 1643 <span class="md-nav__icon md-icon"></span> 1644 MMLMs 1645 </label> 1646 <ul class="md-nav__list" data-md-scrollfix> 1647 1648 1649 1650 1651 1652 1653 1654 <li class="md-nav__item"> 1655 <a href="../language_model/mmlm/mmlm_intro/" class="md-nav__link"> 1656 1657 1658 <span class="md-ellipsis"> 1659 MMLMs Introduction 1660 </span> 1661 1662 1663 </a> 1664 </li> 1665 1666 1667 1668 1669 </ul> 1670 </nav> 1671 1672 </li> 1673 1674 1675 1676 1677 1678 1679 1680 1681 1682 1683 1684 1685 1686 1687 1688 1689 1690 1691 1692 <li class="md-nav__item md-nav__item--nested"> 1693 1694 1695 1696 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" > 1697 1698 1699 <label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0"> 1700 1701 1702 <span class="md-ellipsis"> 1703 RAG 1704 </span> 1705 1706 1707 <span class="md-nav__icon md-icon"></span> 1708 </label> 1709 1710 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false"> 1711 <label class="md-nav__title" for="__nav_4_5"> 1712 <span class="md-nav__icon md-icon"></span> 1713 RAG 1714 </label> 1715 <ul class="md-nav__list" data-md-scrollfix> 1716 1717 1718 1719 1720 1721 1722 1723 <li class="md-nav__item"> 1724 <a href="../language_model/rag/embedding/" class="md-nav__link"> 1725 1726 1727 <span class="md-ellipsis"> 1728 Embeddings Introduction 1729 </span> 1730 1731 1732 </a> 1733 </li> 1734 1735 1736 1737 1738 </ul> 1739 </nav> 1740 1741 </li> 1742 1743 1744 1745 1746 </ul> 1747 </nav> 1748 1749 </li> 1750 1751 1752 1753 1754 1755 1756 1757 1758 1759 1760 1761 1762 1763 1764 1765 1766 1767 1768 <li class="md-nav__item md-nav__item--nested"> 1769 1770 1771 1772 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" > 1773 1774 1775 <label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0"> 1776 1777 1778 <span class="md-ellipsis"> 1779 Machine Learning 1780 </span> 1781 1782 1783 <span class="md-nav__icon md-icon"></span> 1784 </label> 1785 1786 <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false"> 1787 <label class="md-nav__title" for="__nav_5"> 1788 <span class="md-nav__icon md-icon"></span> 1789 Machine Learning 1790 </label> 1791 <ul class="md-nav__list" data-md-scrollfix> 1792 1793 1794 1795 1796 1797 1798 1799 <li class="md-nav__item"> 1800 <a href="../machine_learning/intro/" class="md-nav__link"> 1801 1802 1803 <span class="md-ellipsis"> 1804 Introduction 1805 </span> 1806 1807 1808 </a> 1809 </li> 1810 1811 1812 1813 1814 1815 1816 1817 1818 1819 1820 1821 1822 1823 1824 1825 1826 1827 1828 1829 <li class="md-nav__item md-nav__item--nested"> 1830 1831 1832 1833 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_2" > 1834 1835 1836 <label class="md-nav__link" for="__nav_5_2" id="__nav_5_2_label" tabindex="0"> 1837 1838 1839 <span class="md-ellipsis"> 1840 RAPIDS cuDF 1841 </span> 1842 1843
1844 <span class="md-nav__icon md-icon"></span> 1845 </label> 1846 1847 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_2_label" aria-expanded="false"> 1848 <label class="md-nav__title" for="__nav_5_2"> 1849 <span class="md-nav__icon md-icon"></span> 1850 RAPIDS cuDF 1851 </label> 1852 <ul class="md-nav__list" data-md-scrollfix> 1853 1854 1855 1856 1857 1858 1859 1860 <li class="md-nav__item"> 1861 <a href="../machine_learning/gpu/rapids_cudf/" class="md-nav__link"> 1862 1863 1864 <span class="md-ellipsis"> 1865 GPU DataFrames 1866 </span> 1867 1868 1869 </a> 1870 </li> 1871 1872 1873 1874 1875 1876 1877 1878 1879 1880 1881 <li class="md-nav__item"> 1882 <a href="../machine_learning/gpu/gpu_fractional_differencing/" class="md-nav__link"> 1883 1884 1885 <span class="md-ellipsis"> 1886 GPU/CPU Fractional Differencing 1887 </span> 1888 1889 1890 </a> 1891 </li> 1892 1893 1894 1895 1896 </ul> 1897 </nav> 1898 1899 </li> 1900 1901 1902 1903 1904 </ul> 1905 </nav> 1906 1907 </li> 1908 1909 1910 1911 1912 1913 1914 1915 1916 1917 1918 1919 1920 1921 1922 1923 1924 1925 1926 <li class="md-nav__item md-nav__item--nested"> 1927 1928 1929 1930 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6" > 1931 1932 1933 <label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0"> 1934 1935 1936 <span class="md-ellipsis"> 1937 Programming 1938 </span> 1939 1940 1941 <span class="md-nav__icon md-icon"></span> 1942 </label> 1943 1944 <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false"> 1945 <label class="md-nav__title" for="__nav_6"> 1946 <span class="md-nav__icon md-icon"></span> 1947 Programming 1948 </label> 1949 <ul class="md-nav__list" data-md-scrollfix> 1950 1951 1952 1953 1954 1955 1956 1957 <li class="md-nav__item"> 1958 <a href="../programming/intro/" class="md-nav__link"> 1959 1960 1961 <span class="md-ellipsis"> 1962 Introduction 1963 </span> 1964 1965 1966 </a> 1967 </li> 1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 <li class="md-nav__item"> 1979 <a href="../programming/cpp/cpp/" class="md-nav__link"> 1980 1981 1982 <span class="md-ellipsis"> 1983 C++ 1984 </span> 1985 1986 1987 </a> 1988 </li> 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 <li class="md-nav__item"> 2000 <a href="../programming/bash/bash/" class="md-nav__link"> 2001 2002 2003 <span class="md-ellipsis"> 2004 Bash 2005 </span> 2006 2007 2008 </a> 2009 </li> 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 <li class="md-nav__item"> 2021 <a href="../programming/python/python/" class="md-nav__link"> 2022 2023 2024 <span class="md-ellipsis"> 2025 Python 2026 </span> 2027 2028 2029 </a> 2030 </li> 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 2041 <li class="md-nav__item"> 2042 <a href="../programming/r/r/" class="md-nav__link"> 2043 2044 2045 <span class="md-ellipsis"> 2046 R 2047 </span> 2048 2049 2050 </a> 2051 </li> 2052 2053 2054 2055 2056 2057 2058 2059 2060 2061 2062 <li class="md-nav__item"> 2063 <a href="../programming/javascript/javascript/" class="md-nav__link"> 2064 2065 2066 <span class="md-ellipsis"> 2067 Javascript 2068 </span> 2069 2070 2071 </a> 2072 </li> 2073 2074 2075 2076 2077 2078 2079 2080 2081 2082 2083 <li class="md-nav__item"> 2084 <a href="../programming/electron/electron/" class="md-nav__link"> 2085 2086 2087 <span class="md-ellipsis"> 2088 Electron 2089 </span> 2090 2091 2092 </a> 2093 </li> 2094 2095 2096 2097 2098 2099 2100 2101 2102 2103 2104 <li class="md-nav__item"> 2105 <a href="../programming/sympy/calculus_sympy/" class="md-nav__link"> 2106 2107 2108 <span class="md-ellipsis"> 2109 Sympy 2110 </span> 2111 2112 2113 </a> 2114 </li> 2115 2116 2117 2118 2119 2120 2121 2122 2123 2124 2125 <li class="md-nav__item"> 2126 <a href="../programming/numpycupy/linalg_numpy_cupy/" class="md-nav__link"> 2127 2128 2129 <span class="md-ellipsis"> 2130 NumPy and CuPy 2131 </span> 2132 2133 2134 </a> 2135 </li> 2136 2137 2138 2139 2140 </ul> 2141 </nav> 2142 2143 </li> 2144 2145 2146 2147 2148 2149 2150 2151 2152 2153 2154 2155 2156 2157 2158 2159 2160 2161 2162 <li class="md-nav__item md-nav__item--nested"> 2163 2164 2165 2166 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7" > 2167 2168 2169 <label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="0"> 2170 2171 2172 <span class="md-ellipsis"> 2173 Data Engineering
2174 </span> 2175 2176 2177 <span class="md-nav__icon md-icon"></span> 2178 </label> 2179 2180 <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false"> 2181 <label class="md-nav__title" for="__nav_7"> 2182 <span class="md-nav__icon md-icon"></span> 2183 Data Engineering 2184 </label> 2185 <ul class="md-nav__list" data-md-scrollfix> 2186 2187 2188 2189 2190 2191 2192 2193 2194 2195 2196 2197 2198 2199 2200 2201 2202 <li class="md-nav__item md-nav__item--nested"> 2203 2204 2205 2206 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_1" > 2207 2208 2209 <label class="md-nav__link" for="__nav_7_1" id="__nav_7_1_label" tabindex="0"> 2210 2211 2212 <span class="md-ellipsis"> 2213 Cassandra (NoSQL) 2214 </span> 2215 2216 2217 <span class="md-nav__icon md-icon"></span> 2218 </label> 2219 2220 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_1_label" aria-expanded="false"> 2221 <label class="md-nav__title" for="__nav_7_1"> 2222 <span class="md-nav__icon md-icon"></span> 2223 Cassandra (NoSQL) 2224 </label> 2225 <ul class="md-nav__list" data-md-scrollfix> 2226 2227 2228 2229 2230 2231 2232 2233 <li class="md-nav__item"> 2234 <a href="../data_engineering/nosql/cassandra/intro/" class="md-nav__link"> 2235 2236 2237 <span class="md-ellipsis"> 2238 Introduction 2239 </span> 2240 2241 2242 </a> 2243 </li> 2244 2245 2246 2247 2248 2249 2250 2251 2252 2253 2254 <li class="md-nav__item"> 2255 <a href="../data_engineering/nosql/cassandra/setting_up_cluster/" class="md-nav__link"> 2256 2257 2258 <span class="md-ellipsis"> 2259 Cassandra Cluster Setup 2260 </span> 2261 2262 2263 </a> 2264 </li> 2265 2266 2267 2268 2269 </ul> 2270 </nav> 2271 2272 </li> 2273 2274 2275 2276 2277 </ul> 2278 </nav> 2279 2280 </li> 2281 2282 2283 2284 2285 2286 2287 2288 2289 2290 2291 2292 2293 2294 2295 2296 2297 2298 2299 <li class="md-nav__item md-nav__item--nested"> 2300 2301 2302 2303 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8" > 2304 2305 2306 <label class="md-nav__link" for="__nav_8" id="__nav_8_label" tabindex="0"> 2307 2308 2309 <span class="md-ellipsis"> 2310 Blog 2311 </span> 2312 2313 2314 <span class="md-nav__icon md-icon"></span> 2315 </label> 2316 2317 <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_8_label" aria-expanded="false"> 2318 <label class="md-nav__title" for="__nav_8"> 2319 <span class="md-nav__icon md-icon"></span> 2320 Blog 2321 </label> 2322 <ul class="md-nav__list" data-md-scrollfix> 2323 2324 2325 2326 2327 2328 2329 2330 2331 2332 <li class="md-nav__item"> 2333 <a href="../blog/" class="md-nav__link"> 2334 2335 2336 <span class="md-ellipsis"> 2337 Blog 2338 </span> 2339 2340 2341 </a> 2342 </li> 2343 2344 2345 2346 2347 2348 2349 2350 2351 2352 2353 2354 2355 2356 2357 2358 2359 2360 2361 2362 <li class="md-nav__item md-nav__item--nested"> 2363 2364 2365 2366 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8_2" > 2367 2368 2369 <label class="md-nav__link" for="__nav_8_2" id="__nav_8_2_label" tabindex="0"> 2370 2371 2372 <span class="md-ellipsis"> 2373 Archive 2374 </span> 2375 2376 2377 <span class="md-nav__icon md-icon"></span> 2378 </label> 2379 2380 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_8_2_label" aria-expanded="false"> 2381 <label class="md-nav__title" for="__nav_8_2"> 2382 <span class="md-nav__icon md-icon"></span> 2383 Archive 2384 </label> 2385 <ul class="md-nav__list" data-md-scrollfix> 2386 2387 2388 2389 2390 2391 2392 2393 2394 2395 <li class="md-nav__item"> 2396 <a href="../blog/archive/2019/" class="md-nav__link"> 2397 2398 2399 <span class="md-ellipsis"> 2400 2019 2401 </span> 2402 2403 2404 </a> 2405 </li> 2406 2407 2408 2409 2410 2411 2412 2413 2414 2415 2416 2417 2418 <li class="md-nav__item"> 2419 <a href="../blog/archive/2018/" class="md-nav__link"> 2420 2421 2422 <span class="md-ellipsis"> 2423 2018 2424 </span> 2425 2426 2427 </a> 2428 </li> 2429 2430 2431 2432 2433 2434 2435 2436 2437 2438 2439 2440 2441 <li class="md-nav__item"> 2442 <a href="../blog/archive/2017/" class="md-nav__link"> 2443 2444 2445 <span class="md-ellipsis"> 2446 2017 2447 </span> 2448 2449 2450 </a> 2451 </li> 2452 2453 2454 2455 2456 2457 2458 2459 2460 2461 2462 2463 2464 <li class="md-nav__item"> 2465 <a href="../blog/archive/2016/" class="md-nav__link"> 2466 2467 2468 <span class="md-ellipsis"> 2469 2016 2470 </span> 2471 2472 2473 </a> 2474 </li> 2475 2476 2477 2478 2479 </ul> 2480 </nav> 2481 2482 </li> 2483 2484 2485 2486 2487 2488 2489 2490 2491 2492 2493 2494 2495 2496 2497 2498 2499 2500 2501 2502 <li class="md-nav__item md-nav__item--nested"> 2503 2504 2505 2506 <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8_3" > 2507 2508 2509 <label class="md-nav__link" for="__nav_8_3" id="__nav_8_3_label" tabindex="0"> 2510 2511 2512 <span class="md-ellipsis"> 2513 Categories 2514 </span> 2515 2516
2517 <span class="md-nav__icon md-icon"></span> 2518 </label> 2519 2520 <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_8_3_label" aria-expanded="false"> 2521 <label class="md-nav__title" for="__nav_8_3"> 2522 <span class="md-nav__icon md-icon"></span> 2523 Categories 2524 </label> 2525 <ul class="md-nav__list" data-md-scrollfix> 2526 2527 2528 2529 2530 2531 2532 2533 2534 2535 <li class="md-nav__item"> 2536 <a href="../blog/category/awards/" class="md-nav__link"> 2537 2538 2539 <span class="md-ellipsis"> 2540 Awards 2541 </span> 2542 2543 2544 </a> 2545 </li> 2546 2547 2548 2549 2550 2551 2552 2553 2554 2555 2556 2557 2558 <li class="md-nav__item"> 2559 <a href="../blog/category/miscellaneous/" class="md-nav__link"> 2560 2561 2562 <span class="md-ellipsis"> 2563 Miscellaneous 2564 </span> 2565 2566 2567 </a> 2568 </li> 2569 2570 2571 2572 2573 2574 2575 2576 2577 2578 2579 2580 2581 <li class="md-nav__item"> 2582 <a href="../blog/category/workshops/" class="md-nav__link"> 2583 2584 2585 <span class="md-ellipsis"> 2586 Workshops 2587 </span> 2588 2589 2590 </a> 2591 </li> 2592 2593 2594 2595 2596 </ul> 2597 </nav> 2598 2599 </li> 2600 2601 2602 2603 2604 </ul> 2605 </nav> 2606 2607 </li> 2608 2609 2610 2611 </ul> 2612</nav> 2613 </div> 2614 </div> 2615 </div> 2616 2617 2618 2619 <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" > 2620 <div class="md-sidebar__scrollwrap"> 2621 <div class="md-sidebar__inner"> 2622 2623 2624<nav class="md-nav md-nav--secondary" aria-label="Table of contents"> 2625 2626 2627 2628 2629 2630 2631 <label class="md-nav__title" for="__toc"> 2632 <span class="md-nav__icon md-icon"></span> 2633 Table of contents 2634 </label> 2635 <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix> 2636 2637 <li class="md-nav__item"> 2638 <a href="#core-contributor" class="md-nav__link"> 2639 <span class="md-ellipsis"> 2640 Core Contributor 2641 </span> 2642 </a> 2643 2644</li> 2645 2646 <li class="md-nav__item"> 2647 <a href="#individual-supporters" class="md-nav__link"> 2648 <span class="md-ellipsis"> 2649 Individual Supporters 2650 </span> 2651 </a> 2652 2653</li> 2654 2655 <li class="md-nav__item"> 2656 <a href="#corporate-supporters" class="md-nav__link"> 2657 <span class="md-ellipsis"> 2658 Corporate Supporters 2659 </span> 2660 </a> 2661 2662</li> 2663 2664 <li class="md-nav__item"> 2665 <a href="#citation" class="md-nav__link"> 2666 <span class="md-ellipsis"> 2667 Citation 2668 </span> 2669 </a> 2670 2671</li> 2672 2673 </ul> 2674 2675</nav> 2676 </div> 2677 </div> 2678 </div> 2679 2680 2681 2682 <div class="md-content" data-md-component="content"> 2683 <article class="md-content__inner md-typeset"> 2684 2685 2686 2687 2688 <a href="https://github.com/ritchieng/deep-learning-wizard/edit/master/docs/about.md" title="Edit this page" class="md-content__button md-icon"> 2689 2690 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M10 20H6V4h7v5h5v3.1l2-2V8l-6-6H6c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h4v-2m10.2-7c.1 0 .3.1.4.2l1.3 1.3c.2.2.2.6 0 .8l-1 1-2.1-2.1 1-1c.1-.1.2-.2.4-.2m0 3.9L14.1 23H12v-2.1l6.1-6.1 2.1 2.1Z"/></svg> 2691 </a> 2692 2693 2694 2695 2696 2697 <a href="https://github.com/ritchieng/deep-learning-wizard/raw/master/docs/about.md" title="View source of this page" class="md-content__button md-icon"> 2698 2699 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M17 18c.56 0 1 .44 1 1s-.44 1-1 1-1-.44-1-1 .44-1 1-1m0-3c-2.73 0-5.06 1.66-6 4 .94 2.34 3.27 4 6 4s5.06-1.66 6-4c-.94-2.34-3.27-4-6-4m0 6.5a2.5 2.5 0 0 1-2.5-2.5 2.5 2.5 0 0 1 2.5-2.5 2.5 2.5 0 0 1 2.5 2.5 2.5 2.5 0 0 1-2.5 2.5M9.27 20H6V4h7v5h5v4.07c.7.08 1.36.25 2 .49V8l-6-6H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h4.5a8.15 8.15 0 0 1-1.23-2Z"/></svg> 2700 </a> 2701 2702 2703 2704<h1 id="about-us">About Us<a class="headerlink" href="#about-us" title="Permanent link">¶</a></h1> 2705<p>We deploy a top-down approach that enables you to grasp deep learning and deep reinforcement learning theories and code easily and quickly. We have open-sourced all our materials through our <a href="https://www.deeplearningwizard.com/deep_learning/course_progression/">Deep Learning Wizard Tutorials</a>. For visual learners, feel free to sign up for our <a href="https://www.udemy.com/practical-deep-learning-with-pytorch/?couponCode=DEEPWIZARD">video course</a> and join over 6000 deep learning wizards.</p> 2706<p>To this date, we have taught thousands of students across more than 120+ countries from students in high school to postgraduates and professionals in leading MNCs and research institutions around the world.</p> 2707<h2 id="core-contributor">Core Contributor<a class="headerlink" href="#core-contributor" title="Permanent link">¶</a></h2> 2708<div class="admonition abstract"> 2709<p class="admonition-title">Ritchie Ng</p> 2710<p><strong>Industry</strong>: As the Group Head of Data & AI at Eastspring Investments, I spearhead engineering, governance, and strategy across data and machine learning in 13 countries with Assets Under Management (AUM) exceeding USD 220 billion.</p> 2711<p><strong>Academia</strong>: Serving in the capacity of a Visiting Research Scholar at NExT++ Lab, jointly setup between NUS and Tsinghua University, I focus on applied deep learning research for Asian systematic trading strategies and the development of financial Large Language Models (LLM) using multimodal and multilingual data.</p> 2712<p><strong>Education</strong>: Master's degree from Imperial College London and Bachelor's degree from NUS.</p> 2713<p><strong>About</strong>: ritchieng.live</p> 2714<p><strong>Notes</strong>: ritchieng.com</p> 2715<p><strong>Guides</strong>: deeplearningwizard.com</p> 2716</div> 2717<h2 id="individual-supporters">Individual Supporters<a class="headerlink" href="#individual-supporters" title="Permanent link">¶</a></h2> 2718<div class="admonition abstract"> 2719<p class="admonition-title">Alfredo Canziani</p> 2720<p>Alfredo is the main person who inspired Ritchie to open-source Deep Learning Wizard's materials. We are very grateful for his advice particular in the space of open-source projects, deep learning and PyTorch.</p> 2721<p>He is currently working as an Assistant Professor at Courant Institute of Mathematical Sciences, under the guidance of professor Yann LeCun.</p> 2722<p>Do check out his latest <a href="https://github.com/Atcold/pytorch-Deep-Learning-Minicourse">mini-course on PyTorch</a> that was held in Princeton University and was delivered with Ritchie Ng at AMMI (AIMS) Kigali, Rwanda supported by Google and Facebook.</p> 2723</div> 2724<div class="admonition abstract"> 2725<p class="admonition-title">Marek Bardonski</p> 2726<p>Since graduation, Marek has been working on state-of-the-art research. He was involved in inventing the system that diagnoses problems with Ubuntu packages using Machine Learning and in improving the detection accuracy of breast cancer using Deep Learning, each time leading 40 highly skilled Machine Learning/Deep Learning engineers for over
27266 months.</p> 2727<p>NASA noticed his unique skills and asked him to manage a project aiming to improve the International Space Station rotation algorithm that would allow them to collect enough power from solar panels while preventing them from overheating. The project was successful and generated a huge ROI for NASA. Marek has been honored by multiple Harvard professors and the Director of Advanced Exploration Systems at NASA, who signed an official Letter of Recommendation.</p> 2728<p>Since his first summer of university coursework, Marek has participated in four internships at NVIDIA HQ and Microsoft HQ. He also spent one year in NVIDIA Switzerland optimizing Deep Learning inference for self-driving cars and, by implementing very efficient Deep Learning algorithms in the GPU assembly language, improving the speed of Teslaâs cars self-driving engine inference. He's currently the Head of AI at <a href="https://sigmoidal.io/">Sigmoidal</a>.</p> 2729</div> 2730<div class="admonition abstract"> 2731<p class="admonition-title">Jie Fu</p> 2732<p>Jie Fu is a happy and funny machine learning researcher (principal investigator), at Hong Kong University of Science and Technology (HKUST), with his human-friendly big AI dream.</p> 2733<p>He worked as a postdoc with Yoshua Bengio at University of Montreal, Quebec AI Institute (Mila), funded by Microsoft Research Montreal. He was an IVADO postdoc fellow working with Chris Pal at Polytechnique Montreal, Quebec AI Institute (Mila). He obtained his PhD from National University of Singapore under the supervision of Tat-Seng Chua. He received ICLR 2021 Outstanding Paper Award.</p> 2734<p>He is currently working towards system-2 deep learning and its adaption to various real-world tasks, including AI for Science (drug discovery in particular) and AI for Social Good that can benefit all of society. He is also broadly interested in general deep learning, reinforcement learning, and language processing.</p> 2735<p>Check out his profile link at <a href="http://bigaidream.github.io/">bigaidream.github.io</a></p> 2736</div> 2737<h2 id="corporate-supporters">Corporate Supporters<a class="headerlink" href="#corporate-supporters" title="Permanent link">¶</a></h2> 2738<div class="admonition tip"> 2739<p class="admonition-title">"NVIDIA Inception Partner</p> 2740<p><center><img src="https://res.cloudinary.com/ritchieng/image/upload/v1532596192/deeplearningwizard.com/nvidia_inception.png" style="width:200px"/></center></p> 2741<p>Deep Learning Wizard is proudly an NVIDIA Inception Partner, empowering people across the world to leverage on deep learning via open-source programming languages and frameworks to solve problems.</p> 2742</div> 2743<div class="admonition warning"> 2744<p class="admonition-title">Amazon AWS Activate Programme Startup</p> 2745<p><center><img src="https://res.cloudinary.com/ritchieng/image/upload/v1563421301/logos/aws_activate.png" style="width:200px"/></center></p> 2746<p>Deep Learning Wizard is also supported by the Amazon AWS Activate Programme, Portfolio Plus, allowing us to have the infrastructure to scale and grow. </p> 2747</div> 2748<h2 id="citation">Citation<a class="headerlink" href="#citation" title="Permanent link">¶</a></h2> 2749<p>If you have found these useful in your research, presentations, school work, projects or workshops, feel free to cite using this DOI.</p> 2750<p><a href="https://zenodo.org/badge/latestdoi/139945544"><img alt="DOI" src="https://zenodo.org/badge/139945544.svg" /></a></p> 2751 2752 2753 2754 2755 2756 2757 2758 2759 2760 2761 2762 2763 2764 2765 2766 </article> 2767 </div> 2768 2769 2770
2770<script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var tab,labels=set.querySelector(".tabbed-labels");for(tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>
2770 2771
2772<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
2772 2773 </div> 2774 2775 <button type="button" class="md-top md-icon" data-md-component="top" hidden> 2776 2777 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12Z"/></svg> 2778 Back to top 2779</button> 2780 2781 </main> 2782 2783 <footer class="md-footer"> 2784 2785 2786 2787 <nav class="md-footer__inner md-grid" aria-label="Footer" > 2788 2789 2790 <a href=".." class="md-footer__link md-footer__link--prev" aria-label="Previous: Home"> 2791 <div class="md-footer__button md-icon"> 2792 2793 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg> 2794 </div> 2795 <div class="md-footer__title"> 2796 <span class="md-footer__direction"> 2797 Previous 2798 </span> 2799 <div class="md-ellipsis"> 2800 Home 2801 </div> 2802 </div> 2803 </a> 2804 2805 2806 2807 <a href="../review/" class="md-footer__link md-footer__link--next" aria-label="Next: Reviews"> 2808 <div class="md-footer__title"> 2809 <span class="md-footer__direction"> 2810 Next 2811 </span> 2812 <div class="md-ellipsis"> 2813 Reviews 2814 </div> 2815 </div> 2816 <div class="md-footer__button md-icon"> 2817 2818 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4Z"/></svg> 2819 </div> 2820 </a> 2821 2822 </nav> 2823 2824 2825 <div class="md-footer-meta md-typeset"> 2826 <div class="md-footer-meta__inner md-grid"> 2827 <div class="md-copyright"> 2828 2829 <div class="md-copyright__highlight"> 2830 Copyright © 2018-2024 Deep Learning Wizard by Ritchie Ng 2831 </div> 2832 2833 2834 2835</div> 2836 2837 <div class="md-social"> 2838 2839 2840 2841 2842 2843 2844 2845 2846 <a href="https://www.youtube.com/channel/UCJz2MIjiCosOQCwhnsYxeEw" target="_blank" rel="noopener" title="www.youtube.com" class="md-social__link"> 2847 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M549.655 124.083c-6.281-23.65-24.787-42.276-48.284-48.597C458.781 64 288 64 288 64S117.22 64 74.629 75.486c-23.497 6.322-42.003 24.947-48.284 48.597-11.412 42.867-11.412 132.305-11.412 132.305s0 89.438 11.412 132.305c6.281 23.65 24.787 41.5 48.284 47.821C117.22 448 288 448 288 448s170.78 0 213.371-11.486c23.497-6.321 42.003-24.171 48.284-47.821 11.412-42.867 11.412-132.305 11.412-132.305s0-89.438-11.412-132.305zm-317.51 213.508V175.185l142.739 81.205-142.739 81.201z"/></svg> 2848 </a> 2849 2850 2851 2852 2853 2854 2855 2856 2857 <a href="https://twitter.com/deeplearningwiz" target="_blank" rel="noopener" title="twitter.com" class="md-social__link"> 2858 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"/></svg> 2859 </a> 2860 2861 2862 2863 2864 2865 2866 2867 2868 <a href="https://www.facebook.com/DeepLearningWizard/" target="_blank" rel="noopener" title="www.facebook.com" class="md-social__link"> 2869 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M512 256C512 114.6 397.4 0 256 0S0 114.6 0 256c0 120 82.7 220.8 194.2 248.5V334.2h-52.8V256h52.8v-33.7c0-87.1 39.4-127.5 125-127.5 16.2 0 44.2 3.2 55.7 6.4V172c-6-.6-16.5-1-29.6-1-42 0-58.2 15.9-58.2 57.2V256h83.6l-14.4 78.2H287v175.9C413.8 494.8 512 386.9 512 256z"/></svg> 2870 </a> 2871 2872 2873 2874 2875 2876 2877 2878 2879 <a href="https://www.linkedin.com/company/deeplearningwizard/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link"> 2880 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"/></svg> 2881 </a> 2882 2883 2884 2885 2886 2887 2888 2889 2890 <a href="https://github.com/ritchieng" target="_blank" rel="noopener" title="github.com" class="md-social__link"> 2891 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg> 2892 </a> 2893 2894</div> 2895 2896 </div> 2897 </div> 2898</footer> 2899 2900 </div> 2901 <div class="md-dialog" data-md-component="dialog"> 2902 <div class="md-dialog__inner md-typeset"></div> 2903 </div> 2904 2905 2906
2906<script id="__config" type="application/json">{"base": "..", "features": ["content.code.annotate", "content.tabs.link", "content.code.copy", "content.action.edit", "content.action.view", "navigation.sections", "navigation.tabs", "navigation.footer", "navigation.top", "navigation.tracking", "search.highlight", "search.share", "search.suggest"], "search": "../assets/javascripts/workers/search.b8dbb3d2.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
2906 2907 2908 2909 2910
2910<script src="../assets/javascripts/bundle.fe8b6f2b.min.js"></script>
2910 2911 2912
2912<script src="../javascripts/mathjax.js"></script>
2912 2913 2914
2914<script src="https://cdnjs.cloudflare.com/polyfill/v3/polyfill.min.js?features=es6"></script>
2914 2915 2916
2916<script src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
2916 2917 2918 2919
2919<script src="../assets/javascripts/custom.129bd6ad.min.js"></script>
2919 2920 2921
2921<script type="module" src="https://static.cloudflareinsights.com/beacon.min.js/v31edd6df95cf4e85bb4c19e7a9bdbcba1788362987495" integrity="sha512-iIg7k2xntmwu6/uSb5tpc/hySgZc4eoL31yB29W6tJFo2akwjPWcEqnCEdJvGexCL0KEQwVYv5BlowfhVz26hg==" data-cf-beacon='{"version":"2024.11.0","token":"9975debbac74404ea86ea1688e3e22cf","r":1,"spa":2}' crossorigin="anonymous"></script>
2921 2922</body> 2923</html>
Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.