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1<!DOCTYPE html><!-- Last Published: Thu Aug 20 2026 06:33:06 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain="www.perform-global.com" data-wf-page="65f3e83254a23fb39e1f9835" data-wf-site="65485a9d76d8f3c0c7041ff7" lang="zh-TW" data-wf-collection="65f3e83254a23fb39e1f97a5" data-wf-item-slug="datarobot-post-all-in-one"><head><meta charset="utf-8"/><link href="https://cdn.prod.website-files.com" rel="preconnect" crossorigin="anonymous"/><title>DataRobot 文章合集|AutoML介紹、應用、資源</title><link rel="alternate" hrefLang="x-default" href="https://perform-global.com/blog/datarobot-post-all-in-one"/><link rel="alternate" hrefLang="zh-TW" href="https://perform-global.com/blog/datarobot-post-all-in-one"/><meta content="本篇整理熱門文章與資源,提供您初步評估了解 DataRobot ,幫助您了解 DataRobot 如何把全球最頂尖資料科學家的經驗、建模流程濃縮在一個軟體平台上,把建模跟上線流程中最煩雜的10個步驟自動化處理" name="description"/><meta content="DataRobot 文章合集|AutoML介紹、應用、資源" property="og:title"/><meta content="本篇整理熱門文章與資源,提供您初步評估了解 DataRobot ,幫助您了解 DataRobot 如何把全球最頂尖資料科學家的經驗、建模流程濃縮在一個軟體平台上,把建模跟上線流程中最煩雜的10個步驟自動化處理" property="og:description"/><meta content="https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/65f3e44c0116312d13f83ed2_DataRobot-%E8%B3%87%E6%BA%90%E5%90%88%E9%9B%86.png" property="og:image"/><meta content="DataRobot 文章合集|AutoML介紹、應用、資源" name="twitter:title"/><meta content="本篇整理熱門文章與資源,提供您初步評估了解 DataRobot ,幫助您了解 DataRobot 如何把全球最頂尖資料科學家的經驗、建模流程濃縮在一個軟體平台上,把建模跟上線流程中最煩雜的10個步驟自動化處理" name="twitter:description"/><meta content="https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/65f3e44c0116312d13f83ed2_DataRobot-%E8%B3%87%E6%BA%90%E5%90%88%E9%9B%86.png" name="twitter:image"/><meta property="og:type" content="website"/><meta content="summary_large_image" name="twitter:card"/><meta content="width=device-width, initial-scale=1" name="viewport"/><meta content="vyyNrORTsZ_lfzvdEjt6vGMtyLonxPPInadpfD8t3ho" name="google-site-verification"/><link href="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/css/pgi-dev.webflow.shared.724d245cd.min.css" rel="stylesheet" type="text/css" integrity="sha384-ck0kXN5WVApv7BlBwp4OpVjXcrdbdZ9SBj7xAucpaUuIkqZKmvqSNsN8AzHpZAfO" crossorigin="anonymous"/>
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31.splide__pagination {
32	position: relative;
33  bottom: 0px;
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37  margin-top: 2rem;
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45.splide__pagination__page{
46  margin-top: 0px;
47  margin-bottom: 0px;
48  margin-left: 0.25rem;
49  margin-right: 0.25rem;
50  opacity: 0.5;
51  background-color: var(--white);
52  transition: all 200ms ease;
53}
54.splide__arrow {
55  position: relative;
56  left: 0px;
57  top: 0px;
58  right: 0px;
59  bottom: 0px;
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61  opacity: 1;
62  transition: opacity 200ms;
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64.splide__arrow svg {
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66}
67.splide__arrow:disabled {
68  opacity: .6;
69}
70.splide__pagination__page:focus, .splide__arrow:focus {
71  outline: 0px !important;
72}
73#customer-story .splide__pagination {
74	position: absolute;
75  margin-bottom: 2rem;
76}
77#customer-story .splide__pagination__page {
78  height: 0.25rem;
79  width: 3rem;
80  border-radius: 100vw;
81}
82@media only screen and (max-width: 479px) {
83  #customer-story .splide__pagination {
84    margin-bottom: 1.5rem;
85  }
86}
87
88/*for gsap animation flicker*/
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92}
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93</head><body><div class="page-wrapper"><div class="global-styles"><div class="css-embeds"><div class="global-styles-1 w-embed"><style>
94html {
95  -webkit-font-smoothing: antialiased;
96  -moz-osx-font-smoothing: grayscale;
97}
98/* Focus state style for keyboard navigation for the focusable elements */
99*[tabindex]:focus-visible,
100  input[type="file"]:focus-visible {
101   outline: 0.125rem solid #4d65ff;
102   outline-offset: 0.125rem;
103}
104
105h1,h2,h3,h4,h5,h6 {
106text-wrap: balance;
107}
108
109.w-radio, .w-form, .w-embed {
110margin-bottom: 0 !important;
111}
112.w-form-label, label{
113font-weight: inherit;
114}
115/* Get rid of bottom margin on last element in any rich text element */
116.w-richtext>:last-child, .w-richtext ol li:last-child, .w-richtext ul li:last-child {
117	margin-bottom: 0 !important;
118}
119
120/* Prevent all click and hover interaction with an element */
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124
125/* Enables all click and hover interaction with an element */
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128}
129
130/* Create a class of .div-square which maintains a 1:1 dimension of a div */
131.div-square::after {
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133	display: block;
134	padding-bottom: 100%;
135}
136
137/* Make sure containers never lose their center alignment */
138.container-medium,.container-small, .container-large {
139	margin-right: auto !important;
140  margin-left: auto !important;
141}
142
143/* 
144Make the following elements inherit typography styles from the parent and not have hardcoded values. 
145Important: You will not be able to style for example "All Links" in Designer with this CSS applied.
146Uncomment this CSS to use it in the project. Leave this message for future hand-off.
147*/
148/*
149a,
150.w-input,
151.w-select,
152.w-tab-link,
153.w-nav-link,
154.w-dropdown-btn,
155.w-dropdown-toggle,
156.w-dropdown-link {
157  color: inherit;
158  text-decoration: inherit;
159  font-size: inherit;
160}
161*/
162
163/* Apply "..." after 3 lines of text */
164.text-style-4lines {
165	display: -webkit-box;
166	overflow: hidden;
167	-webkit-line-clamp: 4;
168	-webkit-box-orient: vertical;
169}
170
171.text-style-3lines {
172	display: -webkit-box;
173	overflow: hidden;
174	-webkit-line-clamp: 3;
175	-webkit-box-orient: vertical;
176}
177
178/* Apply "..." after 2 lines of text */
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180	display: -webkit-box;
181	overflow: hidden;
182	-webkit-line-clamp: 2;
183	-webkit-box-orient: vertical;
184}
185.text-style-1line {
186	text-overflow: ellipsis;
187  overflow: hidden;
188}
189/* Adds inline flex display */
190.display-inlineflex {
191  display: inline-flex;
192}
193
194/* These classes are never overwritten */
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196  display: none !important;
197}
198
199@media screen and (max-width: 991px) {
200    .hide, .hide-tablet {
201        display: none !important;
202    }
203}
204  @media screen and (max-width: 767px) {
205    .hide-mobile-landscape{
206      display: none !important;
207    }
208}
209  @media screen and (max-width: 479px) {
210    .hide-mobile{
211      display: none !important;
212    }
213}
214 
215.margin-0 {
216  margin: 0rem !important;
217}
218  
219.padding-0 {
220  padding: 0rem !important;
221}
222
223.spacing-clean {
224padding: 0rem !important;
225margin: 0rem !important;
226}
227
228.margin-top {
229  margin-right: 0rem !important;
230  margin-bottom: 0rem !important;
231  margin-left: 0rem !important;
232}
233
234.padding-top {
235  padding-right: 0rem !important;
236  padding-bottom: 0rem !important;
237  padding-left: 0rem !important;
238}
239  
240.margin-right {
241  margin-top: 0rem !important;
242  margin-bottom: 0rem !important;
243  margin-left: 0rem !important;
244}
245
246.padding-right {
247  padding-top: 0rem !important;
248  padding-bottom: 0rem !important;
249  padding-left: 0rem !important;
250}
251
252.margin-bottom {
253  margin-top: 0rem !important;
254  margin-right: 0rem !important;
255  margin-left: 0rem !important;
256}
257
258.padding-bottom {
259  padding-top: 0rem !important;
260  padding-right: 0rem !important;
261  padding-left: 0rem !important;
262}
263
264.margin-left {
265  margin-top: 0rem !important;
266  margin-right: 0rem !important;
267  margin-bottom: 0rem !important;
268}
269  
270.padding-left {
271  padding-top: 0rem !important;
272  padding-right: 0rem !important;
273  padding-bottom: 0rem !important;
274}
275  
276.margin-horizontal {
277  margin-top: 0rem !important;
278  margin-bottom: 0rem !important;
279}
280
281.padding-horizontal {
282  padding-top: 0rem !important;
283  padding-bottom: 0rem !important;
284}
285
286.margin-vertical {
287  margin-right: 0rem !important;
288  margin-left: 0rem !important;
289}
290  
291.padding-vertical {
292  padding-right: 0rem !important;
293  padding-left: 0rem !important;
294}
295
296[margin-bottom="2.5"]{
297margin-bottom: 2.5rem;
298}
299[margin-bottom="3"]{
300margin-bottom: 3rem;
301}
302
303
304/* Apply "..." at 100% width */
305.truncate-width { 
306		width: 100%; 
307    white-space: nowrap; 
308    overflow: hidden; 
309    text-overflow: ellipsis; 
310}
311/* Removes native scrollbar */
312.no-scrollbar {
313    -ms-overflow-style: none;
314    overflow: -moz-scrollbars-none; 
315}
316
317.no-scrollbar::-webkit-scrollbar {
318    display: none;
319}
320
321
322/* remove scroll bounce */
323body { overscroll-behavior: none; }
324
325/* prevent horizontal scroll */
326.page-wrapper { overflow: clip; }
327
328/*tabs menu*/
329.tab-bg {
330  position: absolute;
331  left: 0.25rem;
332  top: 0.25rem;
333  right: 0.25rem;
334  bottom: 0.25rem;
335  z-index: 1;
336  width: 100%;
337  border-radius: 100vw;
338  background-color: var(--brand--blue);
339  transition-property: all;
340  transition-duration: 200ms;
341  transition-timing-function: ease;
342}
343.tabs-menu.is-sticky{
344top: var(--nav-height);
345}
346.tabs-menu.is-sticky .tab-bg{
347  top: 0.25rem;
348  bottom: 0.75rem;
349}
350@media only screen and (max-width: 991px) {
351  .tabs-menu.is-sticky{
352    top: 3.5rem;
353  }
354}
355@media screen and (max-width: 479px) {
356  .tabs-menu.is-sticky .tab-bg {
357    bottom: 0.5rem;
358  }
359}
360
361.card-shadow-nohover:tiny {
362  grid-row-gap: 1.5rem;
363  grid-template-columns: 1fr;
364  grid-template-rows: auto auto;
365}
366
367.tab-link.is-active{
368color: var(--white)
369}
370
371.w-pagination-previous, .w-pagination-next{
372display: flex !important;
373}
374
375@media only screen and (min-width: 881px) and (max-width: 1366px){
376  .grid-4col-resp{
377		grid-template-columns: 1fr 1fr 1fr;
378  }
379}
380
381.grid-4col-resp.is-no-wrap{
382  grid-template-columns: 1fr 1fr 1fr 1fr;
383}
384
385.rte-form-wrap h4, .rte-form-wrap p {
386margin-bottom: 0px !important;
387}
388
389.faq-accordion:first-child .faq-question{
390border-top: 0px;
391}
392
393.w-richtext a {
394color: var(--brand--blue);
395text-decoration-line: underline;
396display: inline-block;
397}
398.w-richtext a::after {
399	content: url('https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/657ad74d8f0f240b6e0f78c8_icon-share.svg');
400  display: inline-block;
401  width: 1rem;
402  height: 1rem;
403  margin-left: 2px;
404}
405
406/* Disable external icon only inside .no-ext-icon rich text */
407.blog-rte.no-icon-link.w-richtext a::after {
408  content: none !important;
409}
410
411.event-body-rte blockquote::before, .blog-rte blockquote::before, .customer-blockquote::before, .customer-rte blockquote::before {
412  content: url('https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65798c138a3b285c9c8ef9a9_icon-quote.svg');
413  display: block;
414  width: 1.5rem;
415  height: 1.5rem;
416  margin-bottom: 1.5rem;
417}
418.blog-rte blockquote, .customer-rte blockquote, .event-body-rte blockquote {
419  margin-bottom: 1.5rem;
420  padding: 2.5rem;
421  border-style: solid;
422  border-width: 1px;
423  border: 1px solid var(--stroke);
424  border-radius: var(--border-radius--sm);
425  color: var(--black--800);
426  font-style: italic;
427}
428
429@media only screen and (max-width: 479px) {
430  .blog-rte blockquote, .customer-rte blockquote {
431    padding: 1.5rem;
432  }
433  .customer-blockquote .customer-blockquote-profile .text-size-large{
434  	font-size: 1rem;
435  }
436  .customer-blockquote .customer-blockquote-profile .text-size-regular{
437  	font-size: 0.8125rem;
438    line-height: 1.4;
439  }
440}
441
442/*procurement table*/
443.table-header{
444display: none;
445}
446.table-header.is-first-active:first-child {
447display: block;
448}
449.table-header.is-active{
450display: block;
451}
452
453/*
454.process-list-rte>ul>li::before {
455  content: url('https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6597e635563b39de25ccec45_icon-chevron-right.svg');
456  display: block;
457  width: 1rem;
458  height: 1rem;
459  margin-right: 0.5rem;
460  margin-top: 0.15rem;
461}
462*/
463
464/* phase 1 menu*/
465@media only screen and (max-width: 991px) {
466  .nav-menu.active{
467  right: 0%;
468  }
469}
470
471</style></div><div class="global-styles-2 w-embed"><style>
472/*service card*/
473@media only screen and (min-width: 992px) {
474	.service-card p{
475    display: -webkit-box;
476    overflow: hidden;
477    /*
478    -webkit-line-clamp: 3;
479    -webkit-box-orient: vertical;*/
480    max-height: 4.3rem;
481    transition: max-height 0.3s ease;
482  }
483
484  .service-card:hover .service-card-btn{
485    margin-bottom: 0rem;
486  }
487
488	.service-card:hover p {
489    -webkit-line-clamp: unset;
490    max-height: none;
491  }
492}
493  
494.service-card[slug=""] .button-text.is-service-card-learn{
495	display: none;
496}
497.service-card:not([slug=""]) .button-text.is-service-card-contact {
498  display: none;
499}
500.service-card:not([slug=""]) .service-card-link.is-contact {
501  display: none;
502}
503
504:root {
505--product-tableau: 28, 68, 126;
506--product-uipath: 204, 59, 21;
507--product-alteryx: 0, 130, 202;
508--product-datarobot: 45, 143, 226;
509--product-dataiku: 18, 178, 173;
510--product-abbyy: 218, 0, 42;
511--product-olation: 250, 207, 26;
512}
513[overlay="Tableau"]  {
514  --product-color: var(--product-tableau);
515}
516[overlay="UiPath"] {
517  --product-color: var(--product-uipath);
518}
519[overlay="Alteryx"]  {
520  --product-color: var(--product-alteryx);
521}
522[overlay="DataRobot"] {
523  --product-color: var(--product-datarobot);
524}
525[overlay="Dataiku"] {
526  --product-color: var(--product-dataiku);
527}
528[overlay="ABBYY"] {
529  --product-color: var(--product-abbyy);
530}
531[overlay="Olation"] {
532  --product-color: var(--product--olation);
533}
534.service-overlay {
535  background: linear-gradient(to top, rgba(var(--product-color), 1), rgba(var(--product-color), 0.2));
536}
537
538.section-service.is-hidden {
539	display: none;
540}
541
542.target-anchor {
543  padding-top: calc(30px + var(--nav-height));
544  margin-top: calc(-1 * (var(--nav-height) + 30px));
545}
546.target-anchor-section {
547  padding-top: var(--nav-height);
548  margin-top: calc(-1 * var(--nav-height));
549}
550.toc-abs-wrap {
551  padding-top: var(--nav-height);
552}
553.blog-card[video=''] .icon-blog-play{
554  display: none;
555}
556/*blog card hide empty tags*/
557.blog-card[solution-attr=''] .tag-wrap[tag-type='solution']{
558  display: none;
559}
560.blog-card[product-attr=''] .tag-wrap[tag-type='product']{
561  display: none;
562}
563.blog-card[industry-attr=''] .tag-wrap[tag-type='industry']{
564  display: none;
565}
566.blog-card.is-blog[solution-attr=''][product-attr=''] .tag-group{
567  display: none;
568}
569.blog-card.is-customer-story[solution-attr=''][product-attr=''][industry-attr=''] .tag-group{
570  display: none;
571}
572
573/*sticky scroll section css*/
574.scroll-item.is-active>.feature-text-wrap{
575  opacity: 1;
576}
577.sticky-item.is-active>.sticky-img{
578  opacity: 1;
579  transform: scale(1);
580}
581
582@media only screen and (min-width: 991px) {
583  .home-service-card .home-service-cta {
584    transition: margin-top 0.2s ease, opacity 0.10s ease;
585  }
586
587  .home-service-card:hover .home-service-cta {
588    margin-top: 0rem;
589    opacity: 1;
590  }
591}
592
593
594[testimonial-bg="white"] {
595	background: var(--white);
596}
597[testimonial-bg="white"] h2{
598	color: var(--black--900) !important;
599}
600[testimonial-bg="white"] .text-overline{
601	color: var(--brand--blue) !important;
602}
603[testimonial-bg="white"] .testimonial-card{
604	box-shadow: 0px 4px 6px -2px rgba(0, 0, 0, 0.03), 0px 0px 24px 0px rgba(0, 0, 0, 0.16);
605}
606
607
608/*event card*/
609[day-1-date=""]{
610display: none;
611}
612[day-2-text]:empty {
613	display: none;
614}
615[day-2-text]::before {
616  content: '- ';
617}
618
619/*pgi lottie rotation*/
620.pgi-lottie-wrap[rotate="bot-left"]{
621	top: auto;
622  left: auto;
623  bottom: 0%;
624  left: 0%;
625  transform: rotate(-90deg);
626}
627.pgi-lottie-wrap[rotate="bot-right"]{
628	top: auto;
629  left: auto;
630  bottom: 0%;
631  right: 0%;
632  transform: rotate(180deg);
633}
634.pgi-lottie-wrap[rotate="top-left"]{
635	bottom: auto;
636  right: auto;
637  top: 0%;
638  left: 0%;
639  transform: rotate(0deg);
640}
641.pgi-lottie-wrap[rotate="top-right"]{
642	bottom: auto;
643  left: auto;
644  top: 0%;
645  right: 0%;
646  transform: rotate(90deg);
647}
648
649@media screen and (max-width: 479px) {
650  .footer .pgi-lottie-wrap[rotate="bot-left"]{
651    bottom: auto;
652    left: auto;
653    top: -2rem;
654    right: 0%;
655    transform: rotate(90deg);
656  }
657  .hero-blue-card .pgi-lottie-wrap{
658    display: none;
659  }
660  .cta-blue-centered .pgi-lottie-wrap{
661    margin: 1rem;
662  }
663  .prefooter-cta .pgi-lottie-wrap{
664    margin-top: 1rem;
665  }
666  .cta-blue-centered .pgi-lottie-wrap[rotate="bot-left"]{
667    display: none;
668  }
669}
670
671/*service page day tab rte list*/
672.service-day-content-rte ol > li::before {
673  content: counter(list-item);
674  display: inline-block;
675  width: 1.25rem;
676  height: 1.25rem;
677  background-color: var(--brand--blue);
678  color: white;
679  border-radius: 50%;
680  text-align: center;
681  margin-right: 8px;
682  font-size: 0.75rem;
683  line-height: 1.25rem;
684}
685.service-day-content-rte ol > li > ul {
686  list-style-type: none;
687}
688.service-day-content-rte ol > li > ul > li {
689  list-style-type: none;
690}
691
692
693.customer-story-slider h3:empty, .customer-story-slider p:empty{
694	display: none;
695}
696[cs_external_link=""] .cs-external-btn{
697	display: none;
698}
699:not([cs_external_link=""]) .cs-btn{
700	display: none;
701}
702
703img[src=""] {
704	display: none;
705}
706
707/*navbar shadow*/
708.navbar{
709	box-shadow: 0px;
710}
711.navbar.is-scrolled{
712	box-shadow: 0px 0px 24px 0px rgba(0, 0, 0, 0.08), 0px 4px 6px -2px rgba(0, 0, 0, 0.02);
713}
714
715
716.event-body-rte strong, .blog-rte strong {
717	color: var(--brand--blue);
718}
719
720/* cta form */
721:lang(zh-TW) .prefooter-cta[lang="en"]{
722display: none;
723}
724:lang(en) .prefooter-cta[lang="zh-TW"],
725:lang(en-SG) .prefooter-cta[lang="zh-TW"]{
726display: none;
727}
728
729/* heading text wrap on zh-TW */
730h1:lang(zh-TW),
731h2:lang(zh-TW),
732h3:lang(zh-TW),
733h4:lang(zh-TW),
734h5:lang(zh-TW),
735h6:lang(zh-TW),
736h7:lang(zh-TW){
737  text-wrap: auto !important;
738}
739</style></div><div class="tabs-table-process-css w-embed"><style>
740.process-tabs-line{
741  height: 2px;
742  background-image: linear-gradient(90deg, var(--black--100), var(--black--100) 75%, transparent 75%, transparent 100%);
743  background-size: 14px;
744}
745
746.tab-process.w--current .process-circle-number{
747  background: var(--brand--blue) !important;
748  color: var(--white) !important;
749}
750.tab-process:hover .process-circle-number{
751  background: var(--brand--blue-light);
752  color: var(--brand--blue);
753}
754
755
756.filter-select-item:first-child .filter-select-option{
757	border: 0px;
758}
759.filter-select-options{
760  opacity: 0;
761  pointer-events: none;
762  transition: opacity 200ms ease;
763}
764.filter-select-wrap.is-active .filter-select-options{
765  opacity: 1;
766  pointer-events: auto;
767}
768.filter-select-wrap.is-active .filter-select-btn{
769	color: var(--black--800);
770}
771.filter-select-wrap.is-active .filter-select-icon {
772  transform: rotate(180deg);
773  margin-top: -2px;
774}
775.filter-select-btn.is-checked{
776	color: var(--black--800);
777}
778/*
779.filters-form-block{
780  overflow-x: scroll;
781  overflow-y: clip;
782}
783
784/*table*/
785
786.table-list-wrap:last-child .table-list .table-row:last-child .table-row-course,
787.table-list .table-row:last-child .table-row-procurement{
788	border-bottom-left-radius: var(--border-radius--sm);
789  border-bottom-right-radius: var(--border-radius--sm);
790}
791
792.w-radio:before, .w-radio:after {
793    display: none;
794}
795
796</style></div><div class="utility-spacings w-embed"><style>
797:root {
798  --spacing-0: 0rem;
799  --spacing-1: 1rem;
800  --spacing-2: 2rem;
801  --spacing-3: 3rem;
802  --spacing-4: 4rem;
803  --spacing-5: 5rem;
804}
805
806/* margin bottom */
807[margin-bottom="0"] {
808  margin-bottom: var(--spacing-0);
809}
810[margin-bottom="1"] {
811  margin-bottom: var(--spacing-1);
812}
813[margin-bottom="2"] {
814  margin-bottom: var(--spacing-2);
815}
816[margin-bottom="3"] {
817  margin-bottom: var(--spacing-3);
818}
819[margin-bottom="4"] {
820  margin-bottom: var(--spacing-4);
821}
822[margin-bottom="5"] {
823  margin-bottom: var(--spacing-5);
824}
825
826/* margin top */
827[margin-top="0"] {
828  margin-top: var(--spacing-0);
829}
830[margin-top="1"] {
831  margin-top: var(--spacing-1);
832}
833[margin-top="2"] {
834  margin-top: var(--spacing-2);
835}
836[margin-top="3"] {
837  margin-top: var(--spacing-3);
838}
839[margin-top="4"] {
840  margin-top: var(--spacing-4);
841}
842[margin-top="5"] {
843  margin-top: var(--spacing-5);
844}
845
846/* margin left */
847[margin-left="0"] {
848  margin-left: var(--spacing-0);
849}
850[margin-left="1"] {
851  margin-left: var(--spacing-1);
852}
853[margin-left="2"] {
854  margin-left: var(--spacing-2);
855}
856[margin-left="3"] {
857  margin-left: var(--spacing-3);
858}
859[margin-left="4"] {
860  margin-left: var(--spacing-4);
861}
862[margin-left="5"] {
863  margin-left: var(--spacing-5);
864}
865
866/* margin right */
867[margin-right="0"] {
868  margin-right: var(--spacing-0);
869}
870[margin-right="1"] {
871  margin-right: var(--spacing-1);
872}
873[margin-right="2"] {
874  margin-right: var(--spacing-2);
875}
876[margin-right="3"] {
877  margin-right: var(--spacing-3);
878}
879[margin-right="4"] {
880  margin-right: var(--spacing-4);
881}
882[margin-right="5"] {
883  margin-right: var(--spacing-5);
884}
885
886
887/*****paddings*****/
888
889/* padding bottom */
890[padding-bottom="0"] {
891  padding-bottom: var(--spacing-0);
892}
893[padding-bottom="1"] {
894  padding-bottom: var(--spacing-1);
895}
896[padding-bottom="2"] {
897  padding-bottom: var(--spacing-2);
898}
899[padding-bottom="3"] {
900  padding-bottom: var(--spacing-3);
901}
902[padding-bottom="4"] {
903  padding-bottom: var(--spacing-4);
904}
905[padding-bottom="5"] {
906  padding-bottom: var(--spacing-5);
907}
908
909/* padding top */
910[padding-top="0"] {
911  padding-top: var(--spacing-0);
912}
913[padding-top="1"] {
914  padding-top: var(--spacing-1);
915}
916[padding-top="2"] {
917  padding-top: var(--spacing-2);
918}
919[padding-top="3"] {
920  padding-top: var(--spacing-3);
921}
922[padding-top="4"] {
923  padding-top: var(--spacing-4);
924}
925[padding-top="5"] {
926  padding-top: var(--spacing-5);
927}
928
929/* padding left */
930[padding-left="0"] {
931  padding-left: var(--spacing-0);
932}
933[padding-left="1"] {
934  padding-left: var(--spacing-1);
935}
936[padding-left="2"] {
937  padding-left: var(--spacing-2);
938}
939[padding-left="3"] {
940  padding-left: var(--spacing-3);
941}
942[padding-left="4"] {
943  padding-left: var(--spacing-4);
944}
945[padding-left="5"] {
946  padding-left: var(--spacing-5);
947}
948
949/* padding right */
950[padding-right="0"] {
951  padding-right: var(--spacing-0);
952}
953[padding-right="1"] {
954  padding-right: var(--spacing-1);
955}
956[padding-right="2"] {
957  padding-right: var(--spacing-2);
958}
959[padding-right="3"] {
960  padding-right: var(--spacing-3);
961}
962[padding-right="4"] {
963  padding-right: var(--spacing-4);
964}
965[padding-right="5"] {
966  padding-right: var(--spacing-5);
967}
968
969</style></div><div class="nav-css w-embed"><style>
970[lang="zh-TW"] #nav_zh #nav_sg,
971[lang="en"] #nav_zh #nav_sg{
972	display: none !important;
973}
974[lang="en-SG"] #nav_zh #nav_sg{
975	padding: 0px 0px !important;
976}
977[lang="en-SG"] #nav_zh>.navbar-body {
978	display: none !important;
979}
980
981/**/
982.nav-dropdown-list .button span {
983  font-size: 0.8125rem;
984}
985  
986.nav-dropdown-list {
987  visibility: hidden;
988  pointer-events: none;
989}
990
991.nav-dropdown-list.is-active{
992  display: flex;
993  visibility: visible;
994  z-index: 2;
995}
996
997
998@media only screen and (min-width: 991px) {
999	.nav-dropdown-list.is-active > .nav-dropdown-content{
1000    opacity: 1;
1001    top: 0rem;
1002  	pointer-events: auto;
1003	}
1004
1005	.mega-menu-col .nav-link{
1006 	 display: none;
1007  }
1008  .nav-dropdown-list[resources-menu] .nav-overline{
1009		display: none;
1010	}
1011  .nav-dropdown-list[resources-menu] .nav-dropdown-link{
1012		padding: 1rem;
1013	}
1014}
1015
1016@media only screen and (min-width: 991px) {
1017	.nav-item.is-active{
1018		border-bottom: 2px solid var(--brand--blue);
1019	}
1020}
1021
1022@media screen and (max-width: 991px) {
1023	.nav-item.is-active{
1024		pointer-events: none;
1025  }
1026  .navbar-menu-wrap.is-active .navbar-menu,
1027  .nav-dropdown-list.is-active:not(.is-lang.is-active),
1028  .mega-menu-list.is-active {
1029    left: 0%;
1030    pointer-events: auto;
1031	}
1032  .nav-dropdown-list.is-lang.is-active{
1033    opacity: 1;
1034    top: 0rem;
1035    left: auto;
1036    pointer-events: auto;
1037	}
1038}
1039.navbar-menu-btn.is-active .lottie-line path{
1040  stroke: rgba(154, 162, 171, 1);
1041}
1042.navbar-menu-btn.is-active{
1043	background: var(--black--50)	
1044}
1045
1046.nav-dropdown-list[reveal-dropdown="1"]{
1047	display: flex;
1048  visibility: visible;
1049  pointer-events: auto !important;
1050  z-index: 2;
1051}
1052[reveal-dropdown="1"] .nav-dropdown-content{
1053  opacity: 1;
1054}
1055[lang="en"].lang-toggle img{
1056	width: 1.45rem !important;
1057  margin-left: -2px;
1058  margin-bottom: 0px;
1059}
1060</style></div><div class="blue-bg-styles w-embed"><style>
1061/*buttons in background-color-blue*/
1062.background-color-blue .button, 
1063[section="blue"] .button{
1064color: var(--brand--blue);
1065background-color: var(--white);
1066border-color: var(--white);
1067}
1068.background-color-blue .button.is-primary .button-circle, 
1069[section="blue"]  .button.is-primary .button-circle{
1070background-color: var(--brand--blue);
1071}
1072.background-color-blue .button.is-secondary, 
1073[section="blue"]  .button.is-secondary{
1074color: var(--white);
1075background-color: transparent;
1076border-color: transparent;
1077}
1078.background-color-blue .button.is-tertiary, 
1079[section="blue"] .button.is-tertiary,
1080.background-color-blue .button.is-link, 
1081[section="blue"] .button.is-link{
1082color: var(--white);
1083background-color: transparent;
1084border-color: transparent;
1085}
1086.background-color-blue .button.is-secondary .button-circle, 
1087[section="blue"]  .button.is-secondary .button-circle,
1088.background-color-blue .button.is-tertiary .button-circle, 
1089[section="blue"] .button.is-tertiary .button-circle,
1090.background-color-blue .button.is-link .button-circle, 
1091[section="blue"] .button.is-link .button-circle {
1092background-color: var(--white);
1093}
1094.background-color-blue .button.is-primary .button-arrow, 
1095[section="blue"] .button.is-primary .button-arrow{
1096color: var(--white);
1097}
1098.background-color-blue .button.is-tertiary .button-arrow, 
1099[section="blue"] .button.is-tertiary .button-arrow,
1100.background-color-blue .button.is-link .button-arrow, 
1101[section="blue"] .button.is-link .button-arrow{
1102color: var(--brand--blue);
1103}
1104/*overline in background-color-blue*/
1105.background-color-blue .text-overline, [section="blue"] .text-overline, .background-color-blue .text-color-yellow, [section="blue"] .text-color-yellow {
1106color: var(--brand--yellow);
1107}
1108.background-color-blue, [section="blue"],
1109.background-color-blue h1, 
1110.background-color-blue h2, 
1111.background-color-blue h3, 
1112.background-color-blue h4, 
1113.background-color-blue h5, 
1114.background-color-blue h6, 
1115.background-color-blue .heading-style-h1, [section="blue"] h1,
1116.background-color-blue .heading-style-h2, [section="blue"] h2,
1117.background-color-blue .heading-style-h3, [section="blue"] h3,
1118.background-color-blue .heading-style-h4, [section="blue"] h4,
1119.background-color-blue .heading-style-h5, [section="blue"] h5,
1120.background-color-blue .heading-style-h6, [section="blue"] h6,
1121.background-color-blue a ,
1122.background-color-blue .title-centered p,
1123[section="blue"] .title-centered p{
1124color: var(--white);
1125}
1126.background-color-blue .text-color-yellow, .background-color-blue .feature-icon {
1127color: var(--brand--yellow);
1128}
1129.background-color-blue .feature-icon {
1130background: rgba(255, 255, 255, 0.08);
1131}
1132.background-color-blue .pattern-full-wrap .pattern-circle{
1133background-color: white;
1134}
1135.background-color-blue .pattern-full-wrap .pattern-circle.is-yellow{
1136background-color: var(--brand--yellow);
1137}
1138
1139/*stats*/
1140[stats-color="yellow"] .stats-item-wrap .heading-style-h1,
1141[stats-color="yellow"] .stats-item-wrap .heading-style-h2,
1142[stats-color="yellow"] .stats-item-wrap .heading-style-h5{
1143 color: var(--brand--yellow) !important;
1144}
1145</style></div></div><div class="modal-wrap"><div class="modal"><div class="modal-title-wrap"><h4 class="heading-style-h5">Select your language</h4></div><div class="modal-lang-list"><div class="locales-wrapper w-locales-list"><a lang="en-SG" href="/en-sg/blog/datarobot-post-all-in-one" class="nav-dropdown-link is-sg-toggle is-modal" hreflang="en-SG">Singapore</a><div role="list" class="locales-list w-locales-items"><div role="listitem" class="w-locales-item"><a lang="zh-TW" hreflang="zh-TW" href="/blog/datarobot-post-all-in-one" aria-current="page" class="nav-dropdown-link is-modal w--current">台灣</a></div><div role="listitem" class="w-locales-item"><a lang="en" hreflang="en" href="/en" class="nav-dropdown-link is-modal">Global</a></div></div></div></div><div class="modal-close"><div class="modal-close-icon w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1146<path d="M10.3333 1L1 10.3333M1 1L10.3333 10.3333" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
1147</svg></div></div></div><div class="w-embed"><style>
1148.modal-wrap{
1149	visibility: hidden;
1150  backdrop-filter: blur(1px);
1151}
1152
1153.modal-wrap .modal{
1154  pointer-events: none;
1155}
1156
1157.modal-wrap.is-active{
1158	visibility: visible;
1159  pointer-events: auto;
1160}
1161
1162.modal-wrap.is-active .modal{
1163  pointer-events: auto;
1164  bottom: 0rem;
1165  opacity: 1;
1166}
1167
1168.modal-open {
1169	/*lock page scroll*/
1170}
1171</style></div></div></div><nav id="nav_zh" class="navbar"><div class="navbar-body"><div id="w-node-_1b57c000-04aa-0ea2-4586-32b4f427f1c3-f427f1c1" class="navbar-logo-wrap"><a href="/" class="navbar-logo-link w-nav-brand"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6548883733bcb7719b94bd3f_pgi-logo.svg" loading="lazy" alt="" class="navbar-logo"/></a></div><div class="navbar-menu-wrap"><div class="navbar-menu"><div class="navbar-logo-wrap is-inside-menu"><a href="/" class="navbar-logo-link w-nav-brand"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6548883733bcb7719b94bd3f_pgi-logo.svg" loading="lazy" alt="" class="navbar-logo"/></a></div><div class="navbar_menu_content_wrap"><span class="nav-overline is-mobile-show">解決方案</span><ul role="list" class="navbar-item-list w-list-unstyled"><li class="nav-item"><div class="nav-link"><div class="nav-link-title"><span>流程自動化</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1172<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1173</svg></div></div><p class="nav-link-par">自動化繁瑣重複的工作流程,提高企業營運效率和準確性</p></div><div reveal-dropdown="" class="nav-dropdown-list is-mega-menu"><div class="nav-dropdown-content is-mega"><section class="mega-menu-title"><div class="mega-menu-solution"><h4 class="nav-overline is-solution-col">解決方案</h4><div class="w-layout-vflex flex-row-xsmall"><h4 class="text-size-medium">流程自動化</h4><p class="text-size-small">以智慧自動化釋放人力潛能,打造 7x24 運作的高效率、零失誤營運流程</p></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>代理產品</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1174<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1175</svg></div></div></div><div class="mega-menu-list"><h4 class="nav-overline">代理產品</h4><ul role="list" class="w-list-unstyled"><li data-wf--menu-link-w-logo--variant="height-36px"><a href="/product/uipath" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9848_c3bb7fa0ea3feb120c6754afacc9aacb_uipath2.png" loading="lazy" width="Auto" alt="UiPath logo" sizes="(max-width: 1290px) 100v
1175w, 1290px" srcset="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9848_c3bb7fa0ea3feb120c6754afacc9aacb_uipath2-p-500.png 500w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9848_c3bb7fa0ea3feb120c6754afacc9aacb_uipath2-p-800.png 800w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9848_c3bb7fa0ea3feb120c6754afacc9aacb_uipath2.png 1290w" class="nav-dropdown-logo w-variant-1c77e546-b680-ba3f-31ac-5d785eb47e66"/><span>企業營運自動化全球第一品牌</span></a></li><li data-wf--menu-link-w-logo--variant="height-36px"><a href="/product/uipath-agentic-automation" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/68f5b1929a35d3f4f95b2b8e_UiPath-Agentic_Automation_zhtw.png" loading="lazy" width="Auto" alt="" class="nav-dropdown-logo w-variant-1c77e546-b680-ba3f-31ac-5d785eb47e66"/><span>RPA + AI Agent 代理自動化的新時代</span></a></li></ul><div href="#" class="mega-menu-col-cta"><a href="/technology" class="button is-tertiary w-inline-block"><span>了解更多</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1176<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1177</svg></div></div></a></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>服務項目</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1178<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1179</svg></div></div></div><div class="mega-menu-list"><h4 class="nav-overline">服務項目</h4><ul role="list" class="w-list-unstyled"><li><a href="/service/uipath-studio-training" class="nav-dropdown-link w-inline-block"><span>UiPath Studio 兩日培訓課</span></a></li><li><a href="/service/uipath-rpa-consulting" class="nav-dropdown-link w-inline-block"><span>RPA 導入開發與顧問諮詢</span></a></li><li><div href="#" class="mega-menu-col-cta"><a href="/service/all" class="button is-tertiary w-inline-block"><span>了解更多</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1180<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1181</svg></div></div></a></div></li></ul></div></section><section class="mega-menu-col stretch"><div class="nav-link"><div class="nav-link-title"><span>升級指南</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1182<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1183</svg></div></div><p class="nav-link-par">Redefine Business Operations by Enhan Efficiese, Accuracy, and Productivity. </p></div><div class="mega-menu-list"><h1 class="nav-overline">升級指南</h1><ul role="list" class="w-list-unstyled"><li><a href="/pillars/from-rpa-to-agentic-automation" class="nav-dropdown-link w-inline-block"><span>從 RPA 到 Agentic Automation企業流程自動化升級指南</span></a></li></ul></div><div class="nav-img"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/68f1b3a690122e3e29471754_istockphoto-1311598658-612x612.webp" loading="lazy" sizes="(max-width: 612px) 100vw, 612px" srcset="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/68f1b3a690122e3e29471754_istockphoto-1311598658-612x612-p-500.webp 500w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/68f1b3a690122e3e29471754_istockphoto-1311598658-612x612.webp 612w" alt="" class="image-7"/></div></section></div><div class="menu-back-btn"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewB
1183ox="0 0 16 16" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
1184<path d="M10 12L6 8L10 4" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
1185</svg></div><span>Back</span></div></div></li><li class="nav-item"><div class="nav-link"><div class="nav-link-title"><span>數據整合與分析</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1186<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1187</svg></div></div><p class="nav-link-par">更明智的商業決策來自全面的數據分析、可視化、具有行動方針的洞察<br/></p></div><div reveal-dropdown="" class="nav-dropdown-list is-mega-menu"><div class="nav-dropdown-content is-mega"><section class="mega-menu-title"><div class="mega-menu-solution"><h4 class="nav-overline is-solution-col">解決方案</h4><div class="w-layout-vflex flex-row-xsmall"><h2 class="text-size-medium">數據整合與分析</h2><p class="text-size-small">打破數據孤島,以虛擬化整合、自動化分析與互動式儀表板,釋放企業數據的全部潛力</p></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>代理產品</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1188<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1189</svg></div></div></div><div class="mega-menu-list"><h4 class="nav-overline">代理產品</h4><ul role="list" class="w-list-unstyled"><li data-wf--menu-link-w-logo--variant="height-26px"><a href="/product/denodo" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/68c6f356b95895d194ea85c1_Denodo-logo-transparentbackground.png" loading="lazy" width="Auto" alt="" class="nav-dropdown-logo w-variant-975007c9-c41f-6098-4ec8-22fdf7e1aa86"/><span>邏輯數據管理平台全球領導者</span></a></li><li data-wf--menu-link-w-logo--variant="height-26px"><a href="/product/tableau" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2.png" loading="lazy" width="Auto" alt="Tableau logo" sizes="(max-width: 479px) 60vw, 100.140625px" srcset="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2-p-500.png 500w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2-p-800.png 800w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2-p-1080.png 1080w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2.png 1200w" class="nav-dropdown-logo w-variant-975007c9-c41f-6098-4ec8-22fdf7e1aa86"/><span>BI 智慧分析全球第一品牌</span></a></li><li data-wf--menu-link-w-logo--variant="height-24px"><a href="/product/alteryx" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6552e2d529a0fc1db01571b2_alteryx-blue.png" loading="lazy" width="Auto" alt="Alteryx logo" class="nav-dropdown-logo w-variant-85e4a29a-8f71-50e7-861d-2b11d5c32952"/><span>AI 驅動的企業級分析整合平台</span></a></li></ul><div href="#" class="mega-menu-col-cta"><a href="/technology" class="button is-tertiary w-inline-block"><span>了解更多</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1190<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1191</svg></div></div></a></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>服務項目</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1192<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1193</svg></div></div></div><div class="mega-menu-list"><h4 class="nav-overline">服務項目</h4><ul role="list" class="w-list-unstyled"><li><a href="/service/tableau-desktop-training" class="nav-dropdown-link w-inline-block"><span>Tableau Desktop 兩日初階培訓</span></a></li><li><a href="/service/tableau-server-training" class="nav-dropdown-link w-inline-block"><span>Tableau Server 兩日管理員培訓</span></a></li><li><div href="#" class="mega-menu-col-cta"><a href="/service/all" class="button is-tertiary w-inline-block"><span>了解更多</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1194<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1195</svg></div></div></a></div></li></ul></div></section></div><div class="menu-back-btn"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewB
1195ox="0 0 16 16" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
1196<path d="M10 12L6 8L10 4" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
1197</svg></div><span>Back</span></div></div></li><li class="nav-item"><div class="nav-link"><div class="nav-link-title"><span>AI 應用平台</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1198<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1199</svg></div></div><p class="nav-link-par">在單一平台上實現預測型和生成式 AI 的快速模型開發與應用</p></div><div reveal-dropdown="" class="nav-dropdown-list is-mega-menu"><div class="nav-dropdown-content is-mega"><section class="mega-menu-title"><div class="mega-menu-solution"><h4 class="nav-overline is-solution-col">解決方案</h4><div class="w-layout-vflex flex-row-xsmall"><h4 class="text-size-medium">AI 應用平台</h4><p class="text-size-small">在單一整合平台上,加速實現預測式 AI 與生成式 AI 的商業價值落地,推動智慧營運升級</p></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>代理產品</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1200<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1201</svg></div></div></div><div class="mega-menu-list"><h4 class="nav-overline">代理產品</h4><ul role="list" class="w-list-unstyled"><li data-wf--menu-link-w-logo--variant="height-30px"><a href="/product/pgi-ai-agent" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6548883733bcb7719b94bd3f_pgi-logo.svg" loading="lazy" width="Auto" alt="" class="nav-dropdown-logo w-variant-85ac04b1-4ced-bd91-842a-99a9285c72b3"/><span>可地端部署的企業級 AI Agent 解決方案</span></a></li><li data-wf--menu-link-w-logo--variant="base"><a href="/product/datarobot" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised.png" loading="lazy" width="Auto" alt="" sizes="(max-width: 3600px) 100vw, 3600px" srcset="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised-p-500.png 500w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised-p-800.png 800w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised-p-1080.png 1080w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised-p-1600.png 1600w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised.png 3600w" class="nav-dropdown-logo"/>
1201<span>預測和生成式人工智慧平台 </span></a></li><li data-wf--menu-link-w-logo--variant="height-26px"><a href="/product/dataiku" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f97ce_b3350472fc99287203ae423a064561ce_Dataiku%20Logo.svg" loading="lazy" width="Auto" alt="" class="nav-dropdown-logo w-variant-975007c9-c41f-6098-4ec8-22fdf7e1aa86"/><span>協作型資料科學平台</span></a></li></ul><div href="#" class="mega-menu-col-cta"><a href="/technology" class="button is-tertiary w-inline-block"><span>了解更多</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1202<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1203</svg></div></div></a></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>服務項目</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1204<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1205</svg></div></div></div><div class="mega-menu-list"><h4 class="nav-overline">服務項目</h4><ul role="list" class="w-list-unstyled"><li><a href="/service/pgi-ai-agent-consulting" class="nav-dropdown-link w-inline-block"><span>PGi AI Agent 解決方案導入顧問服務</span></a></li><li><a href="#" class="nav-dropdown-link w-inline-block"><span>自動化機器學習與 AI 應用賦能服務</span></a></li><li><div href="#" class="mega-menu-col-cta"><a href="/service/all" class="button is-tertiary w-inline-block"><span>了解更多</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1206<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1207</svg></div></div></a></div></li></ul></div></section></div><div class="menu-back-btn"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
1208<path d="M10 12L6 8L10 4" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
1209</svg></div><span>Back</span></div></div></li><li class="nav-item"><div class="nav-link"><div class="nav-link-title"><span>資安防禦 </span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1210<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1211</svg></div></div><p class="nav-link-par">從主動式監控到 AI 威脅偵測與即時災難復原,保護企業核心數據資產,確保營運的連續性與韌性</p></div><div reveal-dropdown="" class="nav-dropdown-list is-mega-menu"><div class="nav-dropdown-content is-mega is-ibp-xsmall"><section class="mega-menu-title"><div class="mega-menu-solution"><h4 class="nav-overline is-solution-col">解決方案</h4><div class="w-layout-vflex flex-row-xsmall"><h3 class="text-size-medium">資安防禦</h3><p class="text-size-small">從主動式監控到 AI 威脅偵測與即時災難復原,保護企業核心數據資產,確保營運的連續性與韌性</p></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>代理產品</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1212<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1213</svg></div></div><p class="nav-link-par">
1213Redefine Business Operations by Enhan Efficiese, Accuracy, and Productivity. </p></div><div class="mega-menu-list"><h1 class="nav-overline">代理產品</h1><ul role="list" class="w-list-unstyled"><li data-wf--menu-link-w-logo--variant="base"><a href="/product/dam-plus" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6915acdc8b42097b886c8456_dataisec.webp" loading="lazy" width="Auto" alt="" class="nav-dropdown-logo"/><span>次世代資料庫活動監控系統</span></a></li><li data-wf--menu-link-w-logo--variant="base"><a href="https://www.cohesity.com/" target="_blank" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6915a9fb78efa919c27f8afc_cohesity-logo-black-green.svg" loading="lazy" width="Auto" alt="" class="nav-dropdown-logo"/><span>AI 驅動的資料安全與管理平台 </span></a></li></ul><div href="#" class="mega-menu-col-cta"><a href="/technology" class="button is-tertiary w-inline-block"><span>了解更多</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1214<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1215</svg></div></div></a></div></div></section></div><div class="menu-back-btn"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
1216<path d="M10 12L6 8L10 4" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
1217</svg></div><span>Back</span></div></div></li><li class="nav-line-div-wrap"></li><li class="nav-item"><div class="nav-link"><div class="nav-link-title"><span>熱門資源</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1218<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1219</svg></div></div></div><div reveal-dropdown="" class="nav-dropdown-list"><div class="nav-dropdown-content is-not-mega"><section class="mega-menu-col"><ul role="list" class="w-list-unstyled"><li><a href="/blog" class="nav-dropdown-link w-inline-block"><span>文章</span></a></li><li><a href="/events" class="nav-dropdown-link w-inline-block"><span>活動</span></a></li><li><a href="/procurement" class="nav-dropdown-link w-inline-block"><span>共同供應契約採購專區</span></a></li></ul></section></div><div class="menu-back-btn"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
1220<path d="M10 12L6 8L10 4" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
1221</svg></div><span>Back</span></div></div></li><li class="nav-item"><div class="nav-link"><div class="nav-link-title"><span>關於我們</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1222<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1223</svg></div></div></div><div reveal-dropdown="" class="nav-dropdown-list"><div class="nav-dropdown-content is-not-mega"><section class="mega-menu-col"><ul role="list" class="w-list-unstyled"><li><a href="/about" class="nav-dropdown-link w-inline-block"><span>關於我們</span></a></li><li><a href="/technology" class="nav-dropdown-link w-inline-block"><span>所有技術與產品 </span></a></li><li><a href="/service/all" class="nav-dropdown-link w-inline-block"><span>所有服務 </span></a></li></ul></section></div><div class="menu-back-btn"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewB
1223ox="0 0 16 16" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
1224<path d="M10 12L6 8L10 4" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
1225</svg></div><span>Back</span></div></div></li></ul></div><div class="navbar-cta-mobile"><div class="navbar-cta"><a data-wf--button--variant="base" href="/contact" class="button is-primary w-inline-block"><span>立即聯絡</span><div class="button-circle-wrap is-blue"><div class="button-circle"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1226<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1227</svg></div></div></a></div></div></div></div><div class="nav-right-wrap"><div class="nav-item is-lang"><div class="nav-link is-lang"><div class="nav-link-title is-lang"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/66e943b51f8864698efc579d_icon-lang-tw2.svg" loading="lazy" alt="" class="lang-icon"/><span>台灣</span></div></div><div lang-menu="" class="nav-dropdown-list is-lang"><div class="nav-dropdown-content is-lang"><div class="w-locales-list"><a lang="en-SG" href="/en-sg/blog/datarobot-post-all-in-one" class="nav-dropdown-link is-sg-toggle lang-toggle w-inline-block" hreflang="en-SG"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/66e943b5ee464e62573c1f7c_icon-lang-sg2.svg" loading="lazy" alt="" class="lang-icon"/><div>Singapore</div></a><div role="list" class="w-locales-items"><div role="listitem" class="w-locales-item"><a lang="zh-TW" hreflang="zh-TW" href="/blog/datarobot-post-all-in-one" aria-current="page" class="nav-dropdown-link lang-toggle w-inline-block w--current"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/66e943b51f8864698efc579d_icon-lang-tw2.svg" loading="lazy" alt="" class="lang-icon"/><div>台灣</div></a></div><div role="listitem" class="w-locales-item"><a lang="en" hreflang="en" href="/en" class="nav-dropdown-link lang-toggle w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/68b5910ca1270064cfd10ea9_globe.svg" loading="lazy" alt="" class="lang-icon"/><div>Global</div></a></div></div></div></div></div></div><div id="w-node-_1b57c000-04aa-0ea2-4586-32b4f427f2e6-f427f1c1" class="navbar-cta-desktop"><div class="navbar-cta"><a data-wf--button--variant="base" href="/contact" class="button is-primary w-inline-block"><span>立即聯絡</span><div class="button-circle-wrap is-blue"><div class="button-circle"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1228<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1229</svg></div></div></a></div></div></div><div data-w-id="831024d5-78cf-80cf-4b24-6ec0bed1335e" class="navbar-menu-btn"><div class="menu-button_lottie-wrap"><div data-is-ix2-target="1" class="menu-button_lottie" data-w-id="831024d5-78cf-80cf-4b24-6ec0bed13360" data-animation-type="lottie" data-src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65a8b8c954760aec605a30d3_hamburger%20menu%20with%20class%20(white).json" data-loop="0" data-direction="1" data-autoplay="0" data-renderer="svg" data-default-duration="1.5" data-duration="0" data-loading="eager" data-ix2-initial-state="20"></div></div></div></div><nav id="nav_sg" class="navbar"><div class="navbar-body"><div id="w-node-ba83ac93-79be-f437-73ee-f14a445d2501-445d24ff" class="navbar-logo-wrap"><a href="/" class="navbar-logo-link w-nav-brand"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6548883733bcb7719b94bd3f_pgi-logo.svg" loading="lazy" alt="" class="navbar-logo"/></a></div><div class="navbar-menu-wrap"><div class="navbar-menu"><div class="navbar-logo-wrap is-inside-menu"><a href="/" class="navbar-logo-link w-nav-brand"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6548883733bcb7719b94bd3f_pgi-logo.svg" loading="lazy" alt="" class="navbar-logo"/></a></div><div class="navbar_menu_content_wrap"><span class="nav-overline is-mobile-show">Solutions</span><ul role="list" class="navbar-item-list w-list-unstyled"><li class="nav-item"><div class="nav-link"><div class="nav-link-title"><span>Automation</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1230<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1231</svg></div></div><p class="nav-link-par">Automate tedious and repetitive tasks, boosting efficiency and accuracy.</p></div><div automation-menu="" class="nav-dropdown-list is-mega-menu"><div class="nav-dropdown-content is-mega"><section class="mega-menu-title"><div class="mega-menu-solution"><h1 class="nav-overline is-solution-col">Solution overview</h1><div class="w-layout-vflex flex-row-xsmall"><h2 class="text-size-medium">Automation</h2><p class="text-size-small">Automate tedious and repetitive tasks, boosting efficiency and accuracy.<br/></p></div><a href="/en-sg/solution/automation" class="button is-link w-inline-block"><span class="span">Learn more</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1232<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1233</svg></div></div></a></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>Products</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1234<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1235</svg></div></div></div><div class="mega-menu-list"><h3 class="nav-overline">products</h3><ul role="list" class="w-list-unstyled"><li data-wf--menu-link-w-logo--variant="height-36px"><a href="/en-sg/product/uipath" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9848_c3bb7fa0ea3feb120c6754afacc9aacb_uipath2.png" loading="lazy" width="Auto" alt="UiPath logo" sizes="(max-width: 1290px) 100v
1235w, 1290px" srcset="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9848_c3bb7fa0ea3feb120c6754afacc9aacb_uipath2-p-500.png 500w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9848_c3bb7fa0ea3feb120c6754afacc9aacb_uipath2-p-800.png 800w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9848_c3bb7fa0ea3feb120c6754afacc9aacb_uipath2.png 1290w" class="nav-dropdown-logo w-variant-1c77e546-b680-ba3f-31ac-5d785eb47e66"/><span>UiPath Business Automation Platform™</span></a></li><li data-wf--menu-link-w-logo--variant="height-32px"><a href="/en-sg/product/blue-prism" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67acb6de82ca27e8abe27e4d_SSC-blueprism-2col-logo-rgb.svg" loading="lazy" width="Auto" alt="" class="nav-dropdown-logo w-variant-1ee2beea-2c48-a00c-c882-3a8746a2a738"/><span>Power Smarter Automation with Blue Prism</span></a></li><li data-wf--menu-link-w-logo--variant="base"><a href="/en-sg/product/tonkean" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f97b12a4f8ee69fbc3dbe6_Tonkean.png" loading="lazy" width="Auto" alt="" sizes="(max-width: 906px) 100vw, 906px" srcset="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f97b12a4f8ee69fbc3dbe6_Tonkean-p-500.png 500w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f97b12a4f8ee69fbc3dbe6_Tonkean.png 906w" class="nav-dropdown-logo"/>
1235<span>Intelligent Process Orchestration Platform</span></a></li><li data-wf--menu-link-w-logo--variant="height-32px"><a href="/en-sg/product/reconart" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f97b3550a9949ffc76273d_loga_reconart-bold_no-text.png" loading="lazy" width="Auto" alt="" sizes="(max-width: 711px) 100vw, 711px" srcset="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f97b3550a9949ffc76273d_loga_reconart-bold_no-text-p-500.png 500w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f97b3550a9949ffc76273d_loga_reconart-bold_no-text.png 711w" class="nav-dropdown-logo w-variant-1ee2beea-2c48-a00c-c882-3a8746a2a738"/><span>Account Reconciliation Automation </span></a></li></ul><div href="#" class="mega-menu-col-cta"><a href="/en-sg/technology" class="button is-tertiary w-inline-block"><span>Learn more</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1236<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1237</svg></div></div></a></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>Services</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1238<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1239</svg></div></div></div><div class="mega-menu-list"><h3 class="nav-overline">Services</h3><ul role="list" class="w-list-unstyled"><li><a href="/en-sg/service/rpa-managed-services" class="nav-dropdown-link w-inline-block"><span>RPA Managed Service</span></a></li><li><a href="/en-sg/service/consulting-and-discovery-for-rpa" class="nav-dropdown-link w-inline-block"><span>Consulting and Discovery for RPA</span></a></li><li><a href="/en-sg/service/coe-for-rpa-services" class="nav-dropdown-link w-inline-block"><span>CoE for RPA services</span></a></li><li><div href="#" class="mega-menu-col-cta"><a href="/en-sg/service/all" class="button is-tertiary w-inline-block"><span>Learn more</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1240<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1241</svg></div></div></a></div></li></ul></div></section></div><div class="menu-back-btn"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
1242<path d="M10 12L6 8L10 4" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
1243</svg></div><span>Back</span></div></div></li><li class="nav-item"><div class="nav-link"><div class="nav-link-title"><span>Data</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1244<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1245</svg></div></div><p class="nav-link-par">Drive smarter, faster decisions with Actionable Insights through comprehensive Data Analysis and Visualization.</p></div><div data-menu="" class="nav-dropdown-list is-mega-menu"><div class="nav-dropdown-content is-mega is-ibp-xsmall"><section class="mega-menu-title"><div class="mega-menu-solution"><h1 class="nav-overline is-solution-col">Solution overview</h1><div class="w-layout-vflex flex-row-xsmall"><h2 class="text-size-medium">Data</h2><p class="text-size-small">Drive smarter, faster decisions with Actionable Insights through comprehensive Data Analysis and Visualization.</p></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>Products</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1246<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1247</svg></div></div></div><div class="mega-menu-list"><h1 class="nav-overline">products</h1><ul role="list" class="w-list-unstyled"><li data-wf--menu-link-w-logo--variant="height-24px"><a href="/en-sg/product/alteryx" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/6552e2d529a0fc1db01571b2_alteryx-blue.png" loading="lazy" width="Auto" alt="Alteryx logo" class="nav-dropdown-logo w-variant-85e4a29a-8f71-50e7-861d-2b11d5c32952"/><span>AI Platform for Enterprise Analytics</span></a></li><li data-wf--menu-link-w-logo--variant="height-26px"><a href="/en-sg/product/tableau" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2.png" loading="lazy" width="Auto" alt="Tableau logo" sizes="(max-width: 479px) 60vw, 100.140625px" srcset="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2-p-500.png 500w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2-p-800.png 800w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2-p-1080.png 1080w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/65f3e83254a23fb39e1f9844_d01a59d581fc0632adb859189262fe98_tableau2.png 1200w" class="nav-dropdown-logo w-variant-975007c9-c4
12471f-6098-4ec8-22fdf7e1aa86"/><span>Intelligent Analytics Platform </span></a></li></ul><div href="#" class="mega-menu-col-cta"><a href="/en-sg/technology" class="button is-tertiary w-inline-block"><span>Learn more</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1248<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1249</svg></div></div></a></div></div></section></div><div class="menu-back-btn"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
1250<path d="M10 12L6 8L10 4" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
1251</svg></div><span>Back</span></div></div></li><li class="nav-item"><div class="nav-link"><div class="nav-link-title"><span>AI</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1252<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1253</svg></div></div><p class="nav-link-par">Enable Rapid Model Development and Application for both Predictive and Generative AI.</p></div><div ai-menu="" class="nav-dropdown-list is-mega-menu"><div class="nav-dropdown-content is-mega is-ibp-xsmall"><section class="mega-menu-title"><div class="mega-menu-solution"><h1 class="nav-overline is-solution-col">Solution overview</h1><div class="w-layout-vflex flex-row-xsmall"><h2 class="text-size-medium">AI</h2><p class="text-size-small">Enable Rapid Model Development and Application for both Predictive and Generative AI<br/></p></div></div></section><section class="mega-menu-col"><div class="nav-link"><div class="nav-link-title"><span>Products</span><div class="nav-link-arrow w-embed"><svg width="8" height="6" viewBox="0 0 8 6" fill="none" xmlns="http://www.w3.org/2000/svg">
1254<path d="M0.976562 1.5L3.97656 4.5L6.97656 1.5" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1255</svg></div></div></div><div class="mega-menu-list"><h3 class="nav-overline">products</h3><ul role="list" class="w-list-unstyled"><li data-wf--menu-link-w-logo--variant="base"><a href="/en-sg/product/tableau" class="nav-dropdown-link w-inline-block"><img src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised.png" loading="lazy" width="Auto" alt="" sizes="(max-width: 3600px) 100vw, 3600px" srcset="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised-p-500.png 500w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised-p-800.png 800w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised-p-1080.png 1080w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised-p-1600.png 1600w, https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/67a21c231a2a0b662a0f60b2_DR_Logo_Black-optimised.png 3600w" class="nav-dropdown-logo"/>
1255<span>Predictive and Generative AI Platform </span></a></li></ul><div href="#" class="mega-menu-col-cta"><a href="/en-sg/technology" class="button is-tertiary w-inline-block"><span>Learn more</span><div class="button-circle-wrap is-white"><div class="button-circle is-blue"></div><div class="button-arrow w-embed"><svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg">
1256<path d="M4.5 9L7.5 6L4.5 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
1257</svg></div></div></a></div></div></section></div><div class="menu-back-btn"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
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1294</style>™</div><main blog-name="DataRobot 文章合集|AutoML介紹、應用、資源" class="main-wrapper"><section><div class="padding-global"><div class="container-large is-blog"><div class="padding-section-large padding-top-0"><div class="blog-container-grid"><div data-w-id="ea0c263d-9f75-7ada-2cf5-4ff693629ea5" class="w-layout-vflex blog-body-wrap"><div class="blog-breadcrumb"><a href="/blog" class="text-color-blue">Blog</a><div>/</div><div>AI</div></div><img loading="lazy" alt="DataRobot 文章合集|AutoML介紹、應用、資源" src="https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/65f3e44c0116312d13f83ed2_DataRobot-%E8%B3%87%E6%BA%90%E5%90%88%E9%9B%86.png" sizes="100vw" srcset="https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/65f3e44c0116312d13f83ed2_DataRobot-%E8%B3%87%E6%BA%90%E5%90%88%E9%9B%86-p-500.png 500w, https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/65f3e44c0116312d13f83ed2_DataRobot-%E8%B3%87%E6%BA%90%E5%90%88%E9%9B%86-p-800.png 800w, https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/65f3e44c0116312d13f83ed2_DataRobot-%E8%B3%87%E6%BA%90%E5%90%88%E9%9B%86-p-1080.png 1080w, https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/65f3e44c0116312d13f83ed2_DataRobot-%E8%B3%87%E6%BA%90%E5%90%88%E9%9B%86-p-1600.png 1600w, https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/65f3e44c0116312d13f83ed2_DataRobot-%E8%B3%87%E6%BA%90%E5%90%88%E9%9B%86.png 2482w" class="blog-hero-img"/><div class="blog-hero-video w-dyn-bind-empty w-video w-embed"></div><div class="w-layout-hflex"><div><div tag-type="" class="tag-wrap"><div fs-cmsfilter-field="" class="tag-small">AI</div></div></div><div><div tag-type="" class="tag-wrap"><div fs-cmsfilter-field="" class="tag-small">DataRobot</div></div></div></div><h1 class="heading-style-h2 is-heading3-size">DataRobot 文章合集|AutoML介紹、應用、資源</h1><div class="text-size-regular">2021-11-30</div><div toc-active-offset="" toc-rte-body="" toc-offset="80" class="blog-rte w-richtext"><p>DataRobot 成立於2012年,也是第一個開創 AutoML 這個軟體品類的遠見者。我們(PGi樺鼎商業資訊) 是 DataRobot 在台灣第一家合作夥伴,自2018年開始在台灣推廣當時還不是很被熟知的 「<strong>AutoML 自動化機器學習」</strong>
1294概念。現在,AutoML概念已被廣為接受,在台灣也已有高科技產業、零售通路業者、公家單位採用 DataRobot 在商業結果上看見成果。</p><p><strong>DataRobot 秉持的信念是:</strong>要讓所有大小規模的企業體認到,企業內既有的Business Analyst或資料處理團隊,也能利用機器學習的技術去解決更複雜的商業問題,只要提供對的工具與訓練即可,而不一定要找到所謂的data engineers、 data scientists、application developers 才能開始建立 In-house AI model 去解決商業問題。</p><p><strong>因此,DataRobot 採取的方式是:</strong>把全球最頂尖資料科學家的經驗、建模流程濃縮在一個軟體平台上,把建模跟上線流程中最煩雜的10個步驟自動化處理</p><p>本篇整理熱門文章與資源,提供初步評估了解</p><h2>一、AutoML 應用案例</h2><ul role="list"><li><a target="_blank" href="https://www.perform-global.com/automl-3-way-building/">3種打造 AutoML 自動化機器學習的方式(含平台推薦)</a></li><li><a target="_blank" href="https://www.perform-global.com/datarobot-retail-case/">AutoML 應用案例|4知名企業用 DataRobot 做預測性分析</a></li><li><a target="_blank" href="https://www.perform-global.com/automl-use-case-datarobot-cwb/">機器學習-預測應用|中央氣象局用 DataRobot 預測雲、偵測霧</a></li><li><a target="_blank" href="https://medium.com/pgi-%E6%A8%BA%E9%BC%8E%E5%95%86%E6%A5%AD%E8%B3%87%E8%A8%8A/%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92-%E9%87%91%E8%9E%8D%E6%A5%AD-top-3-use-case-%E7%94%A8datarobot-%E9%99%8D%E4%BD%8E%E7%87%9F%E9%81%8B%E8%B3%87%E9%87%91%E8%B2%B8%E6%AC%BE%E5%A3%9E%E5%B8%B3%E7%8E%87-default-rate-d08ed55d3301">用 DataRobot 降低營運資金貸款壞帳率Default Rate</a></li><li><a target="_blank" href="https://medium.com/pgi-%E6%A8%BA%E9%BC%8E%E5%95%86%E6%A5%AD%E8%B3%87%E8%A8%8A/datarobot-%E9%87%91%E8%9E%8D%E6%A5%AD%E6%87%89%E7%94%A8-%E7%94%A8auto-ml-%E6%8F%90%E9%AB%98%E6%97%A2%E6%9C%89aml-program%E7%9A%84%E5%9F%B7%E8%A1%8C%E6%95%88%E7%8E%87-11185ffc00a0">用 Auto ML 提高既有金融業 AML Program 的執行效率</a></li><li><a target="_blank" href="https://medium.com/pgi-%E6%A8%BA%E9%BC%8E%E5%95%86%E6%A5%AD%E8%B3%87%E8%A8%8A/ai%E9%A0%90%E6%B8%AC%E6%87%89%E7%94%A8-%E9%87%91%E8%9E%8D%E6%A5%AD-%E8%B2%A1%E5%AF%8C%E7%AE%A1%E7%90%86-%E9%AB%98%E5%83%B9%E5%80%BC%E5%AE%A2%E6%88%B6%E5%93%AA%E8%A3%A1%E6%89%BE-%E4%BD%A0%E5%8F%AF%E8%83%BD%E6%B2%92%E6%83%B3%E9%81%8E%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92%E9%82%84%E5%8F%AF%E4%BB%A5%E9%80%99%E6%A8%A3%E7%94%A8-42319d23209a">AI預測應用-金融業財富管理|高價值客戶哪裡找?你可能沒想過機器學習還可以這樣用</a></li></ul><p> </p><h2>二、趨勢與觀點類</h2><ul role="list"><li><a target="_blank" href="https://medium.com/pgi-%E6%A8%BA%E9%BC%8E%E5%95%86%E6%A5%AD%E8%B3%87%E8%A8%8A/rpa%E7%B5%90%E5%90%88datarobot-%E4%BC%81%E6%A5%AD%E5%A6%82%E4%BD%95%E8%B7%9F%E4%B8%8A-%E6%A9%9F%E5%99%A8%E4%BA%BA%E6%B5%81%E7%A8%8B%E8%87%AA%E5%8B%95%E5%8C%96-%E8%88%87-%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92-%E5%85%A9%E5%A4%A7%E6%95%B8%E4%BD%8D%E5%8C%96%E6%B5%AA%E6%BD%AE-d1d5afabbe53">企業如何跟上「機器人流程自動化」與「機器學習」兩大數位化浪潮?</a></li><li><a target="_blank" href="https://medium.com/pgi-%E6%A8%BA%E9%BC%8E%E5%95%86%E6%A5%AD%E8%B3%87%E8%A8%8A/%E7%9C%8B%E8%A6%8Bdatarobot%E7%9A%84%E7%9C%9F%E5%83%B9%E5%80%BC-%E4%B8%80%E5%80%8B%E8%87%AA%E5%8B%95%E5%8C%96%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92%E5%B9%B3%E5%8F%B0-%E8%83%8C%E5%BE%8C%E7%9A%84%E8%B7%A8%E5%9C%8B%E4%BA%BA%E6%89%8D%E8%B3%87%E6%BA%90%E8%88%87%E7%B6%93%E9%A9%97%E5%BA%AB-%E6%89%8D%E6%98%AF%E5%80%9F%E5%8A%9B%E4%BD%BF%E5%8A%9B%E7%9A%84%E9%97%9C%E9%8D%B5-e5fa74e6c1f6">評 DataRobot 價值|台灣企業高喊AI-Driven,到底要用什麼來借力使力?</a></li><li><a target="_blank" href="https://pgidata.medium.com/%E4%BA%BA%E5%B7%A5%E6%99%BA%E6%85%A7ai-vs-%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92ml-%E9%80%99%E4%B8%80%E5%B9%B4%E4%BD%A0%E7%B5%95%E5%B0%8D%E5%BE%88%E7%86%9F%E6%82%89%E7%9A%84buzzword-159f45749ef">人工智慧AI vs. 機器學習ML ? 這一年你絕對很熟悉的buzzword</a></li><li><a target="_blank" href="https://medium.com/pgi-%E6%A8%BA%E9%BC%8E%E5%95%86%E6%A5%AD%E8%B3%87%E8%A8%8A/ml-%E8%A8%93%E7%B7%B4%E5%B8%AB%E7%9A%84%E6%96%B0%E6%AD%A6%E5%99%A8-auto-ml%E8%87%AA%E5%8B%95%E5%8C%96%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92%E5%B9%B3%E5%8F%B0-datarobot-%E9%87%8D%E7%A3%85%E4%BB%8B%E7%B4%B9-d0ffb7abf135">DataRobot 首度介紹|ML 訓練師的新武器?Auto ML 自動化機器學習平台</a></li></ul><p> </p><h2>三、活動與其他資源</h2><ul role="list"><li><a target="_blank" href="https://www.datarobot.com/recordings/ai-cloud-launch/">AI Experience Worldwide 兩日線上全球大會 (有影片回放)</a></li><li>A Chat with Andrew on MLOps: <a target="_blank" href="https://youtu.be/06-AZXmwHjo?t=2895">From Model-centric to Data-centric AI</a></li><li><a target="_blank" href="https://www.datarobot.com/blog/running-code-and-failing-models/?siq_name=${Contacts.Contact%20Name}&amp;siq_email=${Contacts.Email}">Running Code and Failing Models</a> :很直白的說明建立「可信任AI」的關鍵在哪</li><li>Podcast|用聽的方式,認識各國AI英雄 <a target="_blank" href="https://www.datarobot.com/ai-heroes/podcasts/">More Intelligent Tomorrow</a> </li><li>Wiki | 簡單講 <a target="_blank" href="https://www.datarobot.com/wiki/machine-learning-operations-mlops/">什麼是MLOps</a> by DataRobot</li><li>史丹佛課程<a target="_blank" href="https://bymiachang.com/category/tech/mlops/">「cs329s機器學習系統設計」學習筆記</a> by 張懷文</li></ul><p> </p><h2>四、當部署ML漸成為常態</h2><p>現在,企業擬訂AI策略、設計並部署機器學習模型已經開始變成一種常態</p><p>因此,這些企業便開始關注下一個更重要的議題:「<strong>如何確保企業內的 ML Model 是資產,而不是負債</strong>」,如何確保這些作為會帶來現金流、而不是負債,且如何規模持續下去?</p><p>這也說明為何 MLOps 雖不是一個全新概念但卻在今年更加備受關注</p><figure class="w-richtext-align-center w-richtext-figure-type-image"><div><img loading="lazy" alt="MLOps 與DataRobot" src="https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/65f3e40b0df16ddbfb384345_MLOps-%25E8%2588%2587DataRobot-1024x490.png"/></div></figure><p> </p><p>MLOps 讓機器學習不再單純只是數據領域,而是可以讓數據團隊、工程
1294團隊、營運團隊保持同頻。</p><p>整體來說,MLOps 算是一個講求工程與營運合作,強調即時、彈性以及長期維運的思維。</p><p>現在不知道有多少公司能做到以 MLOps 概念去讓整個機器學習的生命週期更系統化、更敏捷協作,以加速ML的應用落地</p><p>在這篇文章中(<a target="_blank" href="https://engineering.linecorp.com/zh-hant/blog/lets-play-in-data-park/">LINE 資料工程團隊如何透過專業分工與 MLOps 打造不同服務 | 以 MarTech &amp; NLP 為例</a>)有提到,要了解 MLOps 的重要性,就必須:</p><ol role="list"><li>先了解一般 ML 團隊的組成</li><li>了解在 ML 開發各階段可能面臨的挑戰</li></ol><p>若你的團隊還沒經歷過 ML 開發各階段的挑戰,可以參考別人的經驗,用更聰明的方式取得最後的商業成果。</p><p>➜ YouTube 影片Demo|<a target="_blank" href="https://youtu.be/5L7jD8uqmD0">看 DataRobot AI Platform 上的 MLOps 怎麼用</a></p><p>➜ 推薦閱讀:<a target="_blank" href="https://www.perform-global.com/datarobot-ai-platform-demo/">DataRobot AI 平台介紹|從 AutoML 到 MLOps 重點功能 </a></p><p>‍</p><h3>還沒做好 ML 的基本功? 用 RPA 讓數據快速就定位<a target="_blank" href="https://www.perform-global.com/rpa-uipath-post-all-in-one/"> 前往了解</a></h3><h3>進一步評估 DataRobot 預約 Demo 討論<a target="_blank" href="https://www.perform-global.com/pgi-contact/"> 直接聯絡我們</a><br/></h3></div></div><div data-w-id="ea0c263d-9f75-7ada-2cf5-4ff693629eb4" class="toc-wrap"><div class="toc-heading"><div class="icon-embed-xxsmall w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 20 20" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
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1308<path fill-rule="evenodd" clip-rule="evenodd" d="M24 0C10.7452 0 0 10.7452 0 24C0 37.2548 10.7452 48 24 48C37.2548 48 48 37.2548 48 24C48 10.7452 37.2548 0 24 0ZM19.2025 15.396C19 15.6636 19 16.1492 19 17.1204V31.1411C19 32.1123 19 32.5979 19.2025 32.8655C19.3789 33.0987 19.6485 33.243 19.9404 33.2604C20.2754 33.2805 20.6795 33.0111 21.4875 32.4724L32.0031 25.462C32.6708 25.0169 33.0046 24.7943 33.1209 24.5138C33.2227 24.2686 33.2227 23.9929 33.1209 23.7477C33.0046 23.4671 32.6708 23.2446 32.0031 22.7995L21.4875 15.7891C20.6795 15.2504 20.2754 14.981 19.9404 15.001C19.6485 15.0185 19.3789 15.1628 19.2025 15.396Z" fill="currentColor"/>
1309</svg></div></div><div class="blog-item-content"><div class="w-layout-hflex tag-group"><div tag-type="solution" class="tag-wrap"><div fs-cmsfilter-field="solution" class="tag-small">AI</div></div><div tag-type="product" class="tag-wrap"><div fs-cmsfilter-field="product" class="tag-small">DAM+</div></div></div><div class="w-layout-vflex flex-row-xsmall"><div class="blog-item-title"><h4 fs-cmsfilter-field="name" class="text-size-medium text-style-2lines">當 AI Agent 深入資料核心,企業資安韌性是否具備「行為歸因」能力? </h4></div><div class="blog-item-par"><p class="text-size-regular text-color-black600 text-style-3lines">當我們投入大量資源建立 AI Agent 提升生產力時,資料庫稽核卻仍停留在「記錄帳號」而非「歸因行為」的舊時代。Dataisec 智安數據科技與代理夥伴 PGi 樺鼎商業資訊,將於大會現場展示專為 Agentic AI 時代設計的資料庫稽核平台</p></div></div><div class="blog-date"><p class="text-size-xsmall text-color-black600">27/4/2026</p></div></div></a></div><div related-blog="PGi 2025 年中策略會議|同心定向,共創下一階段成長" role="listitem" class="splide__slide is-blog-item w-dyn-item"><a product-attr="" animate="button" Video="" solution-attr="AI" href="/blog/news-pgi-midyear-strategy-meeting-2025" class="blog-card card-shadow is-blog w-inline-block"><div class="blog-item-img-wrap"><img src="https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/68ecba9f743f36525adcd214_news-pgi-midyear-strategy-meeting.png" alt="" loading="lazy" class="blog-item-img"/><div class="icon-blog-play w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 48 48" fill="none" preserveAspectRatio="xMidYMid meet" aria-hidden="true" role="img">
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1315</svg></div></div><div class="blog-item-content"><div class="w-layout-hflex tag-group"><div tag-type="solution" class="tag-wrap"><div fs-cmsfilter-field="solution" class="tag-small">AI</div></div><div tag-type="product" class="tag-wrap"><div fs-cmsfilter-field="product" class="tag-small">UiPath</div></div></div><div class="w-layout-vflex flex-row-xsmall"><div class="blog-item-title"><h4 fs-cmsfilter-field="name" class="text-size-medium text-style-2lines">為什麼 AI Agent 代理人是企業應用 AI 不可逆趨勢?又與生成式 AI 有什麼關係?</h4></div><div class="blog-item-par"><p class="text-size-regular text-color-black600 text-style-3lines">生成式 AI 與 AI Agent 之間有什麼關係?從去年開始,企業已開始將注意力慢慢轉向企業如何運用 AI Agent,本文將會簡單說明生成式 AI 與 AI Agent 之間的層級關係、基本概念,協助您快速理解,為什麼具備自主決策與執行能力的 AI Agent 是提升未來3年內企業營運生產力的關鍵</p></div></div><div class="blog-date"><p class="text-size-xsmall text-color-black600">19/2/2025</p></div></div></a></div><div related-blog="從 DeepSeek 崛起看 2025 企業應用 AI 趨勢" role="listitem" class="splide__slide is-blog-item w-dyn-item"><a product-attr="" animate="button" Video="" solution-attr="AI" href="/blog/ai-deepseek-open-source" class="blog-card card-shadow is-blog w-inline-block"><div class="blog-item-img-wrap"><img src="https://cdn.prod.website-files.com/654a0e6cfb22c1829087d602/67a090020ad7a6d7b97a3772_DeepSeek%20%E5%B4%9B%E8%B5%B7%E5%B0%8D%E4%BC%81%E6%A5%ADAI%E6%87%89%E7%94%A8%E7%9A%84%E6%84%8F%E7%BE%A9.png" alt="" loading="lazy" class="blog-item-img"/><div class="icon-blog-play w-embed"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewB
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1342<script src="https://d3e54v103j8qbb.cloudfront.net/js/jquery-3.5.1.min.dc5e7f18c8.js?site=65485a9d76d8f3c0c7041ff7" type="text/javascript" integrity="sha256-9/aliU8dGd2tb6OSsuzixeV4y/faTqgFtohetphbbj0=" crossorigin="anonymous"></script>
1342<script src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/js/webflow.schunk.f2efb3c5440a81cf.js" type="text/javascript" integrity="sha384-VK02VJvMib7ytrF5M2joPWNtDQs366FZgEQ5B+Iwnjx0WBnwQXfootyziSYxdrmS" crossorigin="anonymous"></script>
1342<script src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/js/webflow.schunk.f72df6ad92a5d46d.js" type="text/javascript" integrity="sha384-4CxMP9B2HNBQkSxFzq0+todj32tB9bBmXiHtJ0GTV6b5icpMrjNLeA3yJ+nd0vBd" crossorigin="anonymous"></script>
1342<script src="https://cdn.prod.website-files.com/65485a9d76d8f3c0c7041ff7/js/webflow.2b2527b4.781585acd57e1fb8.js" type="text/javascript" integrity="sha384-Vzi1+6+jNVvxpd57G3IfeoQR4CQM7mQ8n8nUCUuvd5rhLwq+kB+B+20ij0Aktdt2" crossorigin="anonymous"></script>
1342<script src="https://cdn.prod.website-files.com/gsap/3.15.0/gsap.min.js" type="text/javascript"></script>
1342<script src="https://cdn.prod.website-files.com/gsap/3.15.0/ScrollTrigger.min.js" type="text/javascript"></script>
1342<script type="text/javascript">gsap.registerPlugin(ScrollTrigger);</script>
1342<!-- Google Tag Manager (noscript) -->
vendor: 68 bytes, lines 1342-1343
1342
1343<noscript><iframe src="https://www.googletagmanager.com/ns.html?id=
1343GTM-MP35M9C
vendor: 83 bytes, lines 1343-1344
1343"
1344height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
1345<!-- End Google Tag Manager (noscript) -->
1346<script src="https://cdn.jsdelivr.net/npm/@splidejs/[email protected]/dist/js/splide.min.js"></script>
vendor: 1 bytes, line 1346
1346
1347<script src="https://cdnjs.cloudflare.com/ajax/libs/gsap/3.11.4/gsap.min.js"></script>
vendor: 1 bytes, line 1347
1347
1348<script src="https://cdnjs.cloudflare.com/ajax/libs/gsap/3.11.4/ScrollTrigger.min.js"></script>
vendor: 1 bytes, line 1348
1348
1349<script src="https://cdnjs.cloudflare.com/ajax/libs/gsap/3.12.4/ScrollToPlugin.min.js"></script>
vendor: 1 bytes, line 1349
1349
1350<script defer src="https://cdn.jsdelivr.net/npm/@arctek/[email protected]/dist/index.js"></script>
vendor: 1 bytes, line 1350
1350
1351<script>
1352//mobile menu
1353document.addEventListener('DOMContentLoaded', function () {
1354    const lastActiveElements = [];
1355    console.log(lastActiveElements);
1356
1357    // Create a MutationObserver instance
1358    const observer = new MutationObserver(function (mutationsList) {
1359      // Clear the array before adding new references
1360      for (const mutation of mutationsList) {
1361        if (mutation.type === 'attributes' && mutation.attributeName === 'class') {
1362          const targetElement = $(mutation.target);
1363          const isActiveClassAdded =
1364            targetElement.hasClass('is-active') &&
1365            mutation.oldValue &&
1366            !mutation.oldValue.includes('is-active');
1367
1368          if (isActiveClassAdded) {
1369            lastActiveElements.push(targetElement);
1370          }
1371        }
1372      }
1373    });
1374
1375    // Define the target node and options for the observer
1376    const targetNode = $('.navbar-menu').get(0); // Change to your specific selector
1377    if (targetNode) {
1378      const config = {
1379        attributes: true,
1380        subtree: true,
1381        attributeFilter: ['class'],
1382        attributeOldValue: true,
1383      };
1384
1385      // Start observing the target node for changes in attributes
1386      observer.observe(targetNode, config);
1387    } else {
1388      console.error('Target node not found.');
1389    }
1390
1391    // Event handler for Back btn click
1392    // Event handler for Back btn click
1393    $('.menu-back-btn').on('click', function () {
1394      console.log('Back button clicked');
1395
1396      const lastElement = lastActiveElements.pop();
1397      console.log('Last element:', lastElement);
1398
1399      if (lastElement && lastElement.closest('.navbar-menu').length > 0) {
1400        console.log('Removing is-active class from lastElement');
1401        lastElement.removeClass('is-active');
1402
1403        if (!lastActiveElements.length) {
1404          $('.menu-back-btn').removeClass('is-show');
1405        }
1406      } else {
1407        console.log('Last element not found or not within .navbar-menu');
1408      }
1409    });
1410  });
1411
1412
1413document.addEventListener('DOMContentLoaded', function () {
1414
1415    var splideSlider = document.querySelector('#testim-slider');
1416
1417    if (splideSlider) {
1418    
1419      new Splide(splideSlider, {
1420        perPage: 3,
1421        perMove: 1,
1422        focus: 0, 
1423        type: 'loop',
1424        gap: '1.5rem',
1425        start: 0,
1426        pagination: true, 
1427        speed: 300,
1428        dragAngleThreshold: 30,
1429        breakpoints: {
1430           991: {
1431              // Tablet
1432           perPage: 2,
1433              },
1434          767: {
1435              // Mobile Landscape
1436            perPage: 2,
1437              },
1438          479: {
1439              // Mobile Portrait
1440            perPage: 1.1,
1441            gap: '1rem',
1442            type: 'slide',
1443            rewind: true,
1444              }
1445          },
1446          classes: {
1447          arrows: 'splide__arrows',
1448          arrow : 'splide__arrow slider-arrow',
1449          prev  : 'splide__arrow--prev slider-arrow-prev',
1450          next  : 'splide__arrow--next slider-arrow-next',
1451        },
1452      } ).mount();
1453    }
1454});
1455
1456document.addEventListener('DOMContentLoaded', function () {
1457
1458    var splideSlider = document.querySelector('#blog-list');
1459
1460    if (splideSlider) {
1461    
1462      new Splide(splideSlider, {
1463            autoWidth: true,
1464            perMove: 1,
1465            focus: 0,
1466            type: 'slide',
1467            gap: '1rem',
1468            pagination: false,
1469            start: 0,
1470            speed: 300,
1471            dragAngleThreshold: 30,
1472            omitEnd: true,
1473            rewind: true,
1474            breakpoints: {
1475                991: {
1476                    // Tablet
1477                    perPage: 2,
1478                },
1479                767: {
1480                    // Mobile Landscape
1481                    perPage: 2,
1482                },
1483                479: {
1484                    // Mobile Portrait
1485                    autoWidth: false,
1486                    perPage: 1.1,
1487                    gap: '1rem',
1488                }
1489            },
1490            classes: {
1491                arrows: 'splide__arrows',
1492                arrow: 'splide__arrow slider-arrow',
1493                prev: 'splide__arrow--prev slider-arrow-prev',
1494                next: 'splide__arrow--next slider-arrow-next',
1495            },
1496        }).mount();
1497    }
1498});
1499
1500document.addEventListener('DOMContentLoaded', function () {
1501
1502    var splideSlider = document.querySelector('#customer-story');
1503
1504    if (splideSlider) {
1505    
1506      new Splide(splideSlider, {
1507        perPage: 1,
1508        perMove: 1,
1509        focus: 0, 
1510        type: 'slide',
1511        rewind: true,
1512        pagination: true,
1513        start: 0,
1514        speed: 800,
1515        dragAngleThreshold: 30,
1516        //omitEnd: true,
1517        classes: {
1518          arrows: 'splide__arrows',
1519          arrow : 'splide__arrow slider-arrow',
1520          prev  : 'splide__arrow--prev slider-arrow-prev',
1521          next  : 'splide__arrow--next slider-arrow-next',
1522        },
1523      } ).mount();
1524    }
1525});
1526
1527//gsap
1528
1529window.addEventListener("DOMContentLoaded", () => {
1530  gsap.registerPlugin(ScrollTrigger);
1531
1532  document.querySelectorAll("[slideUp]").forEach((el) => {
1533    const percent = parseFloat(el.getAttribute("slidePercent")) || 20;
1534    const delay = parseFloat(el.getAttribute("slideDelay")) || 0;
1535
1536    gsap.fromTo(
1537      el,
1538      {
1539        yPercent: percent,
1540        autoAlpha: 0,
1541      },
1542      {
1543        yPercent: 0,
1544        autoAlpha: 1,
1545        duration: 1,
1546        delay: delay,
1547        ease: "power4.out",
1548        scrollTrigger: {
1549          trigger: el,
1550          start: "top 80%",
1551          toggleActions: "play none none none",
1552        },
1553      }
1554    );
1555  });
1556});
1557</script>
1557<script defer src="https://cdn.jsdelivr.net/npm/@arctek/[email protected]/dist/toc.js"></script>
1557<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":"4c098483d40e4d8d9f51939239c5f40c","r":1,"spa":2}' crossorigin="anonymous"></script>
1557
1558</body></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.