{"id":9771,"date":"2021-06-15T13:33:09","date_gmt":"2021-06-15T13:33:09","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=9771"},"modified":"2021-06-16T01:34:27","modified_gmt":"2021-06-16T01:34:27","slug":"10-xu-huong-cong-nghe-ai-ma-cac-nha-khoa-hoc-du-lieu-khong-the-bo-qua","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/10-xu-huong-cong-nghe-ai-ma-cac-nha-khoa-hoc-du-lieu-khong-the-bo-qua-p9771\/","title":{"rendered":"10 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 AI m\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u kh\u00f4ng th\u1ec3 b\u1ecf qua"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Chi ph\u00ed m\u00f4i tr\u01b0\u1eddng v\u00e0 t\u00e0i ch\u00ednh ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> \u0111ang thu h\u00fat s\u1ef1 quan t\u00e2m c\u1ee7a c\u00e1c doanh nghi\u1ec7p li\u00ean quan. C\u00f9ng v\u1edbi \u0111\u00f3 l\u00e0 c\u00e1c k\u1ef9 thu\u1eadt AI m\u1edbi nh\u01b0 M\u1ea1ng n\u01a1-ron \u0111\u1ed3 th\u1ecb v\u00e0 H\u1ecdc t\u1eadp \u0111\u1ed1i l\u1eadp l\u00e0 c\u00e1c xu h\u01b0\u1edbng n\u1ed5i b\u1eadt trong th\u1eddi gian g\u1ea7n \u0111\u00e2y.<\/p>\n<p>Vi\u1ec7c \u1ee9ng d\u1ee5ng AI \u0111ang t\u0103ng t\u1ed1c tr\u00ean kh\u1eafp c\u00e1c l\u0129nh v\u1ef1c, \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi s\u1ef1 t\u1ed5ng h\u1ee3p c\u1ee7a k\u1ebft qu\u1ea3 r\u00f5 r\u00e0ng, k\u1ef3 v\u1ecdng cao v\u00e0 c\u01a1 h\u1ed9i t\u1ea1o ra r\u1ea5t nhi\u1ec1u ti\u1ec1n.\u00a0Trong s\u1ed1 c\u00e1c kh\u00e1i ni\u1ec7m v\u00e0 k\u1ef9 thu\u1eadt AI m\u1edbi ra m\u1eaft g\u1ea7n nh\u01b0 h\u00e0ng ng\u00e0y, 10 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 AI \u0111\u1eb7c bi\u1ec7t thu h\u00fat s\u1ef1 ch\u00fa \u00fd c\u1ee7a c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u.<\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<h3>1. MLOps<\/h3>\n<p>MLOps (Machine learning operations, v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y) kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t kh\u00e1i ni\u1ec7m m\u1edbi, nh\u01b0ng n\u00f3 l\u00e0 m\u1ed9t lo\u1ea1i &#8220;Ops&#8221; m\u1edbi xu\u1ea5t hi\u1ec7n g\u1ea7n \u0111\u00e2y \u0111\u1ec3 v\u1eadn h\u00e0nh c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y.\u00a0MLOps t\u00ecm c\u00e1ch hi\u1ec3u nh\u1eefng g\u00ec ho\u1ea1t \u0111\u1ed9ng v\u00e0 kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng trong m\u1ed9t m\u00f4 h\u00ecnh \u0111\u1ec3 t\u1ea1o ra nh\u1eefng m\u00f4 h\u00ecnh \u0111\u00e1ng tin c\u1eady h\u01a1n trong t\u01b0\u01a1ng lai.<\/p>\n<p>Lee Rehwinkel, Ph\u00f3 ch\u1ee7 t\u1ecbch b\u1ed9 ph\u1eadn khoa h\u1ecdc c\u1ee7a c\u00f4ng ty ph\u1ea7n m\u1ec1m b\u00e1n h\u00e0ng v\u00e0 \u0111\u1ecbnh gi\u00e1 B2B, cho bi\u1ebft \u0111\u00e2y l\u00e0 b\u01b0\u1edbc cu\u1ed1i c\u00f9ng c\u1ee7a qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y v\u00e0 m\u1ed9t th\u1ef1c ti\u1ec5n m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng \u0111\u01b0\u1ee3c ch\u00fa \u00fd nhi\u1ec1u.<\/p>\n<p>&#8220;\u0110\u00f3 l\u00e0 m\u1ed9t trong nh\u1eefng l\u00fd do khi\u1ebfn nhi\u1ec1u m\u00f4 h\u00ecnh kh\u00f4ng bao gi\u1edd \u0111\u1ea1t \u0111\u1ebfn k\u1ebft qu\u1ea3 cu\u1ed1i c\u00f9ng, nh\u01b0ng \u0111i\u1ec1u \u0111\u00f3 c\u1ef1c k\u1ef3 quan tr\u1ecdng, b\u1edfi v\u00ec b\u1ea1n x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh nh\u01b0ng l\u00e0m sao b\u1ea1n bi\u1ebft \u0111\u01b0\u1ee3c th\u1eddi gian ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00f4 h\u00ecnh \u0111\u00f3? N\u00f3 s\u1ebd \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n nhanh \u0111\u1ebfn m\u1ee9c n\u00e0o? N\u00f3 c\u00f3 c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o hay t\u00e1i \u0111\u00e0o t\u1ea1o l\u1ea1i hay kh\u00f4ng? &#8220;, \u00f4ng n\u00f3i.<\/p>\n<h3>2. H\u1ecdc t\u1eadp \u0111\u1ed1i l\u1eadp (Contrastive Learning)<\/h3>\n<p>H\u1ecdc t\u1eadp \u0111\u1ed1i l\u1eadp l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y m\u00e0 \u1edf \u0111\u00f3 m\u1ee5c ti\u00eau l\u00e0 t\u00ecm nh\u1eefng th\u1ee9 t\u01b0\u01a1ng t\u1ef1 v\u00e0 kh\u00e1c nhau trong m\u1ed9t t\u1eadp d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 nh\u00e3n.\u00a0V\u00ed d\u1ee5,\u00a0n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c\u00a0s\u1eed d\u1ee5ng tr\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh\u00a0\u0111\u1ec3 t\u00ecm c\u00e1c h\u00ecnh \u1ea3nh gi\u1ed1ng nhau.<\/p>\n<p>Cameron Fen, tr\u01b0\u1edfng nh\u00f3m nghi\u00ean c\u1ee9u c\u1ee7a AI Capital Management\u00a0, cho bi\u1ebft: &#8220;H\u1ecdc t\u1eadp \u0111\u1ed1i l\u1eadp \u0111ang tr\u1edf th\u00e0nh m\u00f4 h\u00ecnh m\u1edbi trong\u00a0h\u1ecdc t\u1eadp\u00a0kh\u00f4ng gi\u00e1m s\u00e1t.<\/p>\n<p>&#8220;Th\u00f4ng th\u01b0\u1eddng, b\u1ea1n c\u00f3 th\u1ec3 l\u00e0m \u0111i\u1ec1u n\u00e0y v\u1edbi h\u1ecdc chuy\u1ec3n ti\u1ebfp (Transfer Learning), nh\u01b0ng \u0111i\u1ec1u khi\u1ebfn vi\u1ec7c h\u1ecdc \u0111\u1ed1i l\u1eadp tr\u1edf n\u00ean th\u00fa v\u1ecb l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 l\u00e0m \u0111i\u1ec1u n\u00e0y v\u1edbi d\u1eef li\u1ec7u\u00a0qu\u00e1 kh\u00f3 \u0111\u1ec3 g\u1eafn nh\u00e3n v\u00e0 v\u1edbi t\u1eadp d\u1eef li\u1ec7u l\u1edbn h\u01a1n nhi\u1ec1u so v\u1edbi vi\u1ec7c\u00a0tinh ch\u1ec9nh b\u1ed9 ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh d\u1ef1ng s\u1eb5n tr\u00ean ImageNet\u201d, \u00f4ng n\u00f3i.<\/p>\n<p><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/06\/tgmc-blog-60c77bc291c2c-e1623763795767.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-9773\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/06\/tgmc-blog-60c77bc291c2c-e1623763795767.png\" alt=\"\" width=\"506\" height=\"271\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/06\/tgmc-blog-60c77bc291c2c-e1623763795767.png 506w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/06\/tgmc-blog-60c77bc291c2c-e1623763795767-300x161.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/06\/tgmc-blog-60c77bc291c2c-e1623763795767-40x21.png 40w\" sizes=\"auto, (max-width: 506px) 100vw, 506px\" \/><\/a><em>So s\u00e1nh khoa h\u1ecdc d\u1eef li\u1ec7u, h\u1ecdc m\u00e1y v\u00e0 AI<\/em><\/p>\n<h3>3. B\u1ed9 chuy\u1ec3n \u0111\u1ed5i (Transformer)<\/h3>\n<p>Transformer l\u00e0 m\u1ed9t\u00a0ki\u1ebfn tr\u00fac m\u1ea1ng n\u01a1-ron,\u00a0gi\u1ed1ng nh\u01b0 m\u1ea1ng n\u01a1-ron tu\u1ea7n ho\u00e0n\u00a0(RNN), x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o tu\u1ea7n t\u1ef1.\u00a0N\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i trong c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef, bao g\u1ed3m c\u00e1c \u1ee9ng d\u1ee5ng d\u1ecbch ng\u00f4n ng\u1eef v\u00e0 chuy\u1ec3n l\u1eddi n\u00f3i th\u00e0nh v\u0103n b\u1ea3n.<\/p>\n<p>\u0110\u01b0\u1ee3c t\u1ea1o ra\u00a0b\u1edfi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u1ee7a Google\u00a0v\u00e0o n\u0103m 2017, Transformer \u0111\u00e3 thay th\u1ebf c\u00e1c m\u00f4 h\u00ecnh RNN ph\u1ed5 bi\u1ebfn, ch\u1eb3ng h\u1ea1n nh\u01b0 thu\u1eadt to\u00e1n b\u1ed9 nh\u1edb ng\u1eafn h\u1ea1n d\u00e0i (LSTM), \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong\u00a0c\u00e1c\u00a0\u1ee9ng d\u1ee5ng\u00a0x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/p>\n<p>Fen cho bi\u1ebft:\u00a0M\u1ed9t Transformer &#8220;h\u1ecdc c\u00e1ch \u0111\u1eb7t\u00a0tr\u1ecdng s\u1ed1\u00a0cao h\u01a1n\u00a0v\u00e0o nh\u1eefng kho\u1ea3ng th\u1eddi gian m\u00e0 n\u00f3 mu\u1ed1n ch\u00fa \u00fd \u0111\u1ebfn, t\u1ea1o ra\u00a0gi\u00e1 tr\u1ecb trung b\u00ecnh c\u00f3 tr\u1ecdng s\u1ed1 c\u1ee7a \u0111\u1ea7u v\u00e0o \u0111\u1ec3 \u0111\u01b0a v\u00e0o m\u00f4 h\u00ecnh&#8221;, Fen n\u00f3i.\u00a0&#8220;\u0110i\u1ec1u n\u00e0y cho ph\u00e9p\u00a0m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c song song h\u00f3a v\u00e0 c\u00f3 b\u1ed9 nh\u1edb d\u00e0i h\u01a1n (so v\u1edbi c\u00e1c m\u00f4 h\u00ecnh LSTM).<\/p>\n<h3>4. Carbon footprint (d\u1ea5u ch\u00e2n carbon, t\u1ed3n d\u01b0 carbon)<\/h3>\n<p>Nhu c\u1ea7u l\u01b0u tr\u1eef d\u1eef li\u1ec7u v\u00e0 t\u00ednh to\u00e1n cao h\u01a1n \u0111\u1ed1i v\u1edbi c\u00e1c workload AI l\u00e0m t\u0103ng l\u01b0\u1ee3ng kh\u00ed th\u1ea3i carbon c\u1ee7a m\u1ed9t c\u00f4ng ty trong th\u1eddi \u0111\u1ea1i m\u00e0 nhi\u1ec1u qu\u1ed1c gia \u0111ang tham gia\u00a0Th\u1ecfa thu\u1eadn Paris\u00a0v\u00e0\u00a0c\u00e1c th\u1ed1ng \u0111\u1ed1c bang c\u1ee7a Hoa K\u1ef3 \u0111ang tham gia Li\u00ean minh Kh\u00ed h\u1eadu Hoa K\u1ef3.<\/p>\n<p>Khi c\u00e1c c\u00f4ng ty s\u1eed d\u1ee5ng nhi\u1ec1u b\u1ed9 nh\u1edb v\u00e0 m\u00e1y t\u00ednh h\u01a1n \u0111\u1ec3 t\u1eadn d\u1ee5ng kh\u1ea3 n\u0103ng h\u1ecdc s\u00e2u, h\u1ecd \u0111ang t\u0103ng l\u01b0\u1ee3ng kh\u00ed th\u1ea3i carbon c\u1ee7a m\u00ecnh, \u0111i\u1ec1u n\u00e0y tr\u1ef1c ti\u1ebfp m\u00e2u thu\u1eabn v\u1edbi y\u00eau c\u1ea7u v\u1ec1 &#8220;kinh doanh b\u1ec1n v\u1eefng&#8221; (gi\u1ea3m ph\u00e1t th\u1ea3i carbon) c\u1ee7a doanh nghi\u1ec7p.<\/p>\n<p>Ravi Guntur, ng\u01b0\u1eddi \u0111\u1ee9ng \u0111\u1ea7u b\u1ed9 ph\u1eadn m\u00e1y h\u1ecdc t\u1ea1i Traceable.ai, cho bi\u1ebft: \u201cC\u00f3 nh\u1eefng c\u1ea1m b\u1eaby xung quanh chi ph\u00ed c\u1ee7a vi\u1ec7c ch\u1ea1y h\u1ecdc s\u00e2u\u201d, cho bi\u1ebft Ravi Guntur, ng\u01b0\u1eddi \u0111\u1ee9ng \u0111\u1ea7u b\u1ed9 ph\u1eadn h\u1ecdc m\u00e1y t\u1ea1i Traceable.ai, cho ph\u00e9p b\u1ea3o m\u1eadt API v\u00e0 \u1ee9ng d\u1ee5ng cho c\u00e1c \u1ee9ng d\u1ee5ng g\u1ed1c tr\u00ean \u0111\u00e1m m\u00e2y.\u00a0&#8220;\u0110\u1ea1i h\u1ecdc Massachusetts t\u1ea1i Amherst ph\u00e1t hi\u1ec7n ra r\u1eb1ng vi\u1ec7c \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u [t\u1ea1o ra 626.000 pound carbon dioxide l\u00e0m \u1ea5m h\u00e0nh tinh], t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi l\u01b0\u1ee3ng ph\u00e1t th\u1ea3i c\u1ee7a n\u0103m chi\u1ebfc \u00f4 t\u00f4 trong su\u1ed1t cu\u1ed9c \u0111\u1eddi c\u1ee7a ch\u00fang&#8221;.<\/p>\n<h3>5. Chi ph\u00ed b\u1eb1ng ti\u1ec1n c\u1ee7a vi\u1ec7c h\u1ecdc s\u00e2u<\/h3>\n<p>H\u1ecdc m\u00e1y c\u0169ng c\u00f3 chi ph\u00ed b\u1eb1ng ti\u1ec1n! Nghe c\u00f3 v\u1ebb k\u1ef3 l\u1ea1 nh\u01b0ng h\u00e3y xem v\u00ed d\u1ee5 sau.\u00a0B\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 ch\u1ea1y m\u1ea1ng n\u01a1-ron trong c\u1ea3 ng\u00e0y, ch\u1ec9 \u0111\u1ec3 ph\u00e1t hi\u1ec7n ra m\u1ed9t v\u1ea5n \u0111\u1ec1 r\u1ea5t nh\u1ecf. S\u1ebd c\u00f3 chi ph\u00ed cho l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u, v\u00e0 c\u00f3 th\u1ec3 l\u00e0 th\u00eam th\u1eddi gian l\u00e3ng ph\u00ed c\u1ee7a nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u d\u00e0nh cho vi\u1ec7c ch\u1edd \u0111\u1ee3i k\u1ebft qu\u1ea3.<\/p>\n<p>Guntur n\u00f3i: \u201cChi ph\u00ed c\u1ee7a vi\u1ec7c h\u1ecdc m\u00e1y \u0111ang \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1c h\u1ecdc vi\u00ean. Ch\u00fang t\u00f4i li\u00ean t\u1ee5c suy ngh\u0129 v\u1ec1 vi\u1ec7c li\u1ec7u ch\u00fang t\u00f4i c\u1ea7n c\u1ee5m m\u00e1y t\u00ednh n\u00e0y hay c\u1ee5m kia, hay GPU n\u00e0o. V\u00ec v\u1eady, c\u00e2u h\u1ecfi \u0111\u1eb7t ra cho nh\u00f3m k\u1ef9 thu\u1eadt l\u00e0, li\u1ec7u c\u00f3 m\u1ed9t thu\u1eadt to\u00e1n thay th\u1ebf n\u00e0o m\u00e0 ch\u00fang t\u00f4i c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u1ec3 ch\u00fang t\u00f4i kh\u00f4ng ph\u1ea3i tr\u1ea3 tr\u01b0\u1edbc cho c\u00e1c CPU v\u00e0 GPU m\u00e0 ch\u00fang t\u00f4i mu\u1ed1n? T\u1ea1i sao b\u1ea1n kh\u00f4ng th\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t thu\u1eadt to\u00e1n hi\u1ec7u qu\u1ea3 h\u01a1n?&#8221;<\/p>\n<h3>6. \u0110\u1ed3 th\u1ecb (Graphs)<\/h3>\n<p>\u0110\u1ed3 th\u1ecb l\u00e0 t\u1ea5t c\u1ea3 nh\u1eefng g\u00ec v\u1ec1 c\u00e1c m\u1ed1i quan h\u1ec7.\u00a0\u0110\u01b0\u1ee3c t\u1ea1o th\u00e0nh t\u1eeb c\u00e1c n\u00fat\/node &#8211; \u0111\u1ea1i di\u1ec7n cho m\u1ed9t ch\u1ee7 th\u1ec3, ch\u1eb3ng h\u1ea1n nh\u01b0 ng\u01b0\u1eddi, \u0111\u1ed1i t\u01b0\u1ee3ng ho\u1eb7c \u0111\u1ecba \u0111i\u1ec3m &#8211; v\u00e0 c\u00e1c c\u1ea1nh &#8211; \u0111\u1ea1i di\u1ec7n cho c\u00e1c m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c n\u00fat &#8211; \u0111\u1ed3 th\u1ecb c\u00f3 th\u1ec3 n\u1eafm b\u1eaft c\u00e1c m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p.<\/p>\n<p>M\u1ea1ng n\u01a1-ron \u0111\u1ed3 th\u1ecb (GNN) l\u00e0 m\u1ed9t lo\u1ea1i ki\u1ebfn \u200b\u200btr\u00fac m\u1ea1ng n\u01a1-ron c\u00f3 th\u1ec3 gi\u00fap hi\u1ec3u c\u00e1c bi\u1ec3u \u0111\u1ed3, cho ph\u00e9p m\u1ecdi ng\u01b0\u1eddi \u0111\u01b0a ra c\u00e1c d\u1ef1 \u0111o\u00e1n v\u1ec1 n\u00fat ho\u1eb7c c\u1ea1nh.\u00a0V\u00ed d\u1ee5: b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng GNN, ai \u0111\u00f3 c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n\u00a0th\u1ec3 lo\u1ea1i phim\u00a0m\u00e0\u00a0di\u1ec5n vi\u00ean s\u1ebd \u0111\u00f3ng vai ch\u00ednh\u00a0ho\u1eb7c t\u00e1c d\u1ee5ng ph\u1ee5 c\u1ee7a m\u1ed9t lo\u1ea1i thu\u1ed1c m\u1edbi c\u00f3 th\u1ec3 b\u1ea5t h\u1ee3p ph\u00e1p.<\/p>\n<p>Guntur cho bi\u1ebft: \u201cNh\u1eefng lo\u1ea1i bi\u1ec3u \u0111\u1ed3 n\u00e0y ng\u00e0y c\u00e0ng tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn h\u01a1n b\u1edfi v\u00ec n\u00f3 l\u00e0 th\u00f4ng tin phong ph\u00fa.\u00a0\u00d4ng n\u00f3i th\u00eam, th\u1eadt kh\u00f3 \u0111\u1ec3 l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c bi\u1ec3u \u0111\u1ed3 do ch\u00fang ch\u1ee9a bao nhi\u00eau th\u00f4ng tin.<\/p>\n<h3>7. B\u1ed9 c\u00f4ng c\u1ee5 t\u00edch h\u1ee3p d\u1ec5 s\u1eed d\u1ee5ng h\u01a1n<\/h3>\n<p>C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 c\u00e1c l\u00e3nh \u0111\u1ea1o nh\u00f3m c\u1ee7a h\u1ecd theo truy\u1ec1n th\u1ed1ng bu\u1ed9c ph\u1ea3i k\u1ebft h\u1ee3p v\u1edbi nhau c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 x\u00e2y d\u1ef1ng, th\u1eed nghi\u1ec7m, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai.\u00a0Tuy nhi\u00ean, trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, c\u00e1c nh\u00e0 cung c\u1ea5p c\u00f4ng ngh\u1ec7 t\u00ean tu\u1ed5i \u0111\u00e3 c\u00f3 \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng ho\u00e0n thi\u1ec7n c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a h\u1ecd \u0111\u1ec3 h\u1ecd c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t c\u1eeda h\u00e0ng t\u1ed5ng h\u1ee3p.<\/p>\n<p>\u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1eed d\u1ee5ng m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t, thay v\u00ec nhi\u1ec1u n\u1ec1n t\u1ea3ng v\u00e0 c\u00f4ng c\u1ee5, \u0111\u1ec3 l\u00e0m vi\u1ec7c, lo\u1ea1i b\u1ecf c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh t\u1eeb vi\u1ec7c v\u1eadn chuy\u1ec3n d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh gi\u1eefa c\u00e1c c\u00f4ng c\u1ee5.\u00a0Nhi\u1ec1u n\u1ec1n t\u1ea3ng trong s\u1ed1 n\u00e0y c\u0169ng c\u00f3 c\u00e1c \u1ee9ng d\u1ee5ng \u00edt m\u00e3 ho\u1eb7c kh\u00f4ng c\u00f3 m\u00e3, c\u00f3 ngh\u0129a l\u00e0 ch\u00fang nhanh h\u01a1n v\u00e0 d\u1ec5 d\u00e0ng h\u01a1n cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1eed d\u1ee5ng.<\/p>\n<p>Rehwinkel n\u00f3i: \u201cT\u00f4i c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n r\u1ea5t t\u1ed1t m\u00e0 kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i nh\u00fang tay qu\u00e1 s\u00e2u v\u00e0o b\u1ea5t k\u1ef3 \u0111o\u1ea1n m\u00e3 n\u00e0o. N\u00f3 th\u1ef1c s\u1ef1 gi\u00fap t\u00f4i t\u0103ng t\u1ed1c kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 c\u1ee7a m\u00ecnh.&#8221;<\/p>\n<h3>8. M\u00f4 h\u00ecnh gi\u1ea3i th\u00edch m\u00f4 h\u00ecnh kh\u00e1c<\/h3>\n<p>V\u00e0o n\u0103m 2020, c\u00f3 m\u1ed9t s\u1ef1 c\u1ea3i ti\u1ebfn l\u1edbn trong c\u00e1c quy \u0111\u1ecbnh v\u1ec1 AI v\u00e0 n\u1ed7 l\u1ef1c \u0111\u1ec3 so\u1ea1n th\u1ea3o th\u00eam c\u00e1c quy \u0111\u1ecbnh v\u1ec1 AI.\u00a0\u0110\u00e1ng ch\u00fa \u00fd l\u00e0 c\u00e1c h\u01b0\u1edbng d\u1eabn do \u1ee6y ban Th\u01b0\u01a1ng m\u1ea1i Li\u00ean bang Hoa K\u1ef3 ban h\u00e0nh v\u1ec1 &#8220;s\u1ef1 th\u1eadt, c\u00f4ng b\u1eb1ng v\u00e0 b\u00ecnh \u0111\u1eb3ng&#8221; trong AI,\u00a0\u0111\u01b0a ra c\u1ea3nh b\u00e1o\u00a0cho c\u00e1c c\u00f4ng ty s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n thi\u00ean v\u1ecb.\u00a0\u1ee6y ban Ch\u00e2u \u00c2u c\u0169ng \u0111\u01b0a ra m\u1ed9t \u0111\u1ec1 xu\u1ea5t v\u1ec1 quy \u0111\u1ecbnh c\u1ee7a AI, bao g\u1ed3m c\u00e1c kho\u1ea3n ti\u1ec1n ph\u1ea1t n\u1eb7ng do kh\u00f4ng tu\u00e2n th\u1ee7.<\/p>\n<p>Khi quy \u0111\u1ecbnh gia t\u0103ng,\u00a0nhi\u1ec1u nh\u00e0 cung c\u1ea5p AI\u00a0ph\u00e1t h\u00e0nh c\u00e1c m\u00f4 h\u00ecnh AI c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3i th\u00edch c\u00e1c m\u00f4 h\u00ecnh kh\u00e1c, gi\u00fap c\u00e1c doanh nghi\u1ec7p d\u1ec5 d\u00e0ng th\u1ea5y l\u00fd do c\u01a1 b\u1ea3n khi\u1ebfn c\u00e1c m\u00f4 h\u00ecnh c\u1ee7a h\u1ecd \u0111\u01b0a ra nh\u1eefng d\u1ef1 \u0111o\u00e1n nh\u1ea5t \u0111\u1ecbnh.<\/p>\n<p>Josh Poduska, tr\u01b0\u1edfng nh\u00f3m khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ea1i Domino Data Lab cho bi\u1ebft: \u201cCh\u00fang t\u00f4i s\u1ebd s\u1edbm s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh \u0111\u1ec3 gi\u1ea3i th\u00edch c\u00e1c m\u00f4 h\u00ecnh. Kh\u1ea3 n\u0103ng di\u1ec5n gi\u1ea3i, gi\u1ea3i th\u00edch v\u00e0 ki\u1ec3m tra c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y v\u00e0 h\u1ecdc s\u00e2u \u0111ang tr\u1edf n\u00ean quan tr\u1ecdng do \u00e1p l\u1ef1c quy \u0111\u1ecbnh t\u0103ng c\u01b0\u1eddng n\u00e0y v\u00e0 nhu c\u1ea7u \u0111\u00f3 c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch c\u00e1c g\u00f3c \u0111\u1ed9 Why v\u00e0 How c\u1ee7a c\u00e1c d\u1ef1 \u0111o\u00e1n, ch\u1ee9 kh\u00f4ng ch\u1ec9 c\u00f3 What&#8221;.<\/p>\n<p>V\u00ec m\u1ed9t s\u1ed1 h\u1ec7 th\u1ed1ng AI \u0111ang t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy\u1ebft \u0111\u1ecbnh, \u0111i\u1ec1u n\u00e0y t\u1ea1o ra &#8220;s\u1ef1 c\u00f4ng b\u1eb1ng nh\u01b0 m\u00e3&#8221; (Equity-as-code), Chris Bergh, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh v\u00e0 ng\u01b0\u1eddi s\u00e1ng l\u1eadp c\u1ee7a nh\u00e0 cung c\u1ea5p n\u1ec1n t\u1ea3ng DataOps DataKitchen cho bi\u1ebft.<\/p>\n<p>Bergh cho bi\u1ebft: &#8220;C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 c\u00e1c b\u00ean li\u00ean quan trong kinh doanh tr\u01b0\u1edbc ti\u00ean ph\u1ea3i l\u00e0m vi\u1ec7c c\u00f9ng nhau \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c s\u1ed1 li\u1ec7u d\u00e0nh ri\u00eang cho \u1ee9ng d\u1ee5ng \u0111\u1ec3 ki\u1ec3m tra \u0111\u1ed9 ch\u1ec7ch. Equity-as-code c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ch\u1ea1y theo y\u00eau c\u1ea7u \u0111\u1ec3 ph\u00e1t hi\u1ec7n s\u1ef1 thi\u00ean v\u1ecb v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng n\u00f3 kh\u00f4ng \u0111\u01b0\u1ee3c tri\u1ec3n khai.&#8221;<\/p>\n<h3>9. Nh\u00fang c\u00e1c t\u1eeb \u0111\u01b0\u1ee3c ng\u1eef c\u1ea3nh h\u00f3a<\/h3>\n<p>Nh\u00fang t\u1eeb t\u0129nh \u0111\u1ea1i di\u1ec7n cho c\u00e1c t\u1eeb d\u01b0\u1edbi d\u1ea1ng th\u1ef1c th\u1ec3 to\u00e1n h\u1ecdc (v\u00ed d\u1ee5: vect\u01a1 trong kh\u00f4ng gian vect\u01a1), cho ph\u00e9p s\u1eed d\u1ee5ng to\u00e1n h\u1ecdc \u0111\u1ec3 ph\u00e2n t\u00edch m\u1ed1i li\u00ean quan ng\u1eef ngh\u0129a c\u1ee7a c\u00e1c t\u1eeb b\u1eb1ng nh\u1eefng \u0111i\u1ec3m t\u01b0\u01a1ng \u0111\u1ed3ng c\u1ee7a c\u00e1ch nh\u00fang c\u1ee7a ch\u00fang.\u00a0V\u00ed d\u1ee5: &#8220;qu\u1ea3 t\u00e1o&#8221; g\u1ea7n v\u1edbi &#8220;qu\u1ea3 chanh&#8221; h\u01a1n &#8220;ng\u00f4i nh\u00e0&#8221;.<\/p>\n<p>Silke Dodel, ki\u1ebfn \u200b\u200btr\u00fac s\u01b0 h\u1ecdc m\u00e1y t\u1ea1i nh\u00e0 cung c\u1ea5p gi\u1ea3i ph\u00e1p d\u1ecbch h\u1ed9i tho\u1ea1i Language I\/O cho bi\u1ebft: \u201cM\u1ed9t trong nh\u1eefng xu h\u01b0\u1edbng c\u00f3 \u1ea3nh h\u01b0\u1edfng nh\u1ea5t l\u00e0 chuy\u1ec3n t\u1eeb nh\u00fang t\u1eeb t\u0129nh nh\u01b0 word2vec v\u00e0 GloVe sang nh\u00fang t\u1eeb theo ng\u1eef c\u1ea3nh nh\u01b0 ELMo v\u00e0 BERT&#8221;.<\/p>\n<p>B\u00ean c\u1ea1nh c\u00e1c nh\u00e2n v\u1eadt trong Sesame Street, BERT v\u00e0 ELMo l\u00e0 c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef gi\u00fap gi\u1ea3m th\u1eddi gian \u0111\u00e0o t\u1ea1o v\u00e0 t\u0103ng hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n \u0111\u1ea1i.<\/p>\n<p>C\u00f4 n\u00f3i: \u201cVi\u1ec7c nh\u00fang t\u1eeb theo ng\u1eef c\u1ea3nh gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u1ec1 s\u1ef1 ph\u1ee5 thu\u1ed9c ng\u1eef ngh\u0129a c\u1ee7a m\u1ed9t t\u1eeb v\u00e0o ng\u1eef c\u1ea3nh c\u1ee7a n\u00f3, ch\u1eb3ng h\u1ea1n nh\u01b0 &#8216;ng\u00e2n h\u00e0ng&#8217; trong ng\u1eef c\u1ea3nh c\u1ee7a &#8216;c\u00f4ng vi\u00ean&#8217; c\u00f3 ngh\u0129a kh\u00e1c v\u1edbi &#8216;ng\u00e2n h\u00e0ng&#8217; trong ng\u1eef c\u1ea3nh &#8216;ti\u1ec1n b\u1ea1c'&#8221;.<\/p>\n<h3>10. D\u1eef li\u1ec7u nh\u1ecf<\/h3>\n<p>Trong th\u1eddi \u0111\u1ea1i d\u1eef li\u1ec7u l\u1edbn ng\u00e0y nay, c\u00f3 m\u1ed9t quan ni\u1ec7m sai l\u1ea7m chung r\u1eb1ng d\u1eef li\u1ec7u l\u1edbn l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 hi\u1ec3u b\u1ea5t c\u1ee9 \u0111i\u1ec1u g\u00ec.\u00a0Tuy nhi\u00ean, d\u1eef li\u1ec7u nh\u1ecf c\u0169ng c\u00f3 gi\u00e1 tr\u1ecb ri\u00eang c\u1ee7a n\u00f3.<\/p>\n<p>D\u1eef li\u1ec7u nh\u1ecf l\u00e0 d\u1eef li\u1ec7u \u0111\u1ee7 nh\u1ecf \u0111\u1ec3 m\u1ecdi ng\u01b0\u1eddi c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c, ch\u1eb3ng h\u1ea1n nh\u01b0 m\u00e3 b\u01b0u ch\u00ednh c\u1ee7a Hoa K\u1ef3.<\/p>\n<p>&#8220;Khi b\u1ea1n \u0111ang x\u1eed l\u00fd d\u1eef li\u1ec7u nh\u1ecf, b\u1ea1n c\u1ea7n quay l\u1ea1i m\u1ed9t s\u1ed1 kh\u00e1i ni\u1ec7m c\u0169 trong h\u1ecdc m\u00e1y v\u00e0 nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. B\u1ea1n c\u1ea7n \u0111\u1ecdc l\u1ea1i m\u1ed9t s\u1ed1 b\u00e0i b\u00e1o c\u0169 \u0111\u1ec3 gi\u1ea3i quy\u1ebft m\u1ed9t s\u1ed1 v\u1ea5n \u0111\u1ec1 v\u1ec1 d\u1eef li\u1ec7u nh\u1ecf v\u00e0 d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n&#8221;, Guntur n\u00f3i .\u00a0&#8220;X\u1eed l\u00fd d\u1eef li\u1ec7u nh\u1ecf v\u00e0 \u0111\u01b0a ra c\u00e1c thu\u1eadt to\u00e1n cho d\u1eef li\u1ec7u nh\u1ecf r\u1ea5t kh\u00e1c so v\u1edbi xu h\u01b0\u1edbng hi\u1ec7n t\u1ea1i khi m\u1ecdi ng\u01b0\u1eddi c\u1ed1 g\u1eafng s\u1eed d\u1ee5ng m\u1ea1ng n\u01a1-ron ho\u1eb7c t\u1ea5t c\u1ea3 c\u00e1c bi\u1ebfn th\u1ec3 c\u1ee7a h\u1ecdc s\u00e2u&#8221;.<\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22728\">Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u00e0ng tr\u0103m t\u1ef7 tham s\u1ed1 ngay t\u1ea1i b\u00e0n v\u1edbi MSI EdgeXpert<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22612\">NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22376\">OpenAI l\u1ea7n \u0111\u1ea7u ph\u00e1t h\u00e0nh mi\u1ec5n ph\u00ed m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef m\u1edbi v\u1edbi t\u00ean g\u1ecdi l\u00e0 GPT-OSS<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20284\">H\u01b0\u1edbng d\u1eabn l\u1ef1a ch\u1ecdn GPU ph\u00f9 h\u1ee3p cho AI, Machine Learning<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21466\">5 \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 NVIDIA DGX Spark &#8211; Chi\u1ebfc m\u00e1y t\u00ednh m\u01a1 \u01b0\u1edbc c\u1ee7a c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21557\">SLM v\u00e0 AI t\u1ea1i bi\u00ean: B\u00ecnh minh c\u1ee7a m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi hay ch\u1ec9 l\u00e0 c\u01a1n s\u1ed1t nh\u1ea5t th\u1eddi?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Chi ph&iacute; m&ocirc;i tr&#432;&#7901;ng v&agrave; t&agrave;i ch&iacute;nh ng&agrave;y c&agrave;ng t&#259;ng c&#7911;a Deep Learning &#273;ang thu h&uacute;t s&#7921; quan t&acirc;m c&#7911;a c&aacute;c doanh nghi&#7879;p li&ecirc;n quan. C&ugrave;ng v&#7899;i &#273;&oacute; l&agrave; c&aacute;c k&#7929; thu&#7853;t AI m&#7899;i nh&#432; M&#7841;ng n&#417;-ron &#273;&#7891; th&#7883; v&agrave; H&#7885;c t&#7853;p &#273;&#7889;i l&#7853;p l&agrave; c&aacute;c xu h&#432;&#7899;ng n&#7893;i b&#7853;t trong th&#7901;i gian g&#7847;n &#273;&acirc;y&#8230;.<\/p>\n","protected":false},"author":2,"featured_media":9775,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,12],"class_list":["post-9771","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-deep-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>10 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 AI m\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u kh\u00f4ng th\u1ec3 b\u1ecf qua - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/10-xu-huong-cong-nghe-ai-ma-cac-nha-khoa-hoc-du-lieu-khong-the-bo-qua-p9771\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"10 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 AI m\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u kh\u00f4ng th\u1ec3 b\u1ecf qua - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Chi ph&iacute; m&ocirc;i tr&#432;&#7901;ng v&agrave; t&agrave;i ch&iacute;nh ng&agrave;y c&agrave;ng t&#259;ng c&#7911;a Deep Learning &#273;ang thu h&uacute;t s&#7921; quan t&acirc;m c&#7911;a c&aacute;c doanh nghi&#7879;p li&ecirc;n quan. C&ugrave;ng v&#7899;i &#273;&oacute; l&agrave; c&aacute;c k&#7929; thu&#7853;t AI m&#7899;i nh&#432; M&#7841;ng n&#417;-ron &#273;&#7891; th&#7883; v&agrave; H&#7885;c t&#7853;p &#273;&#7889;i l&#7853;p l&agrave; c&aacute;c xu h&#432;&#7899;ng n&#7893;i b&#7853;t trong th&#7901;i gian g&#7847;n &#273;&acirc;y....\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/06\/TheGioiMayChu-Blog-AI.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Vanito Hoang\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"16 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/10-xu-huong-cong-nghe-ai-ma-cac-nha-khoa-hoc-du-lieu-khong-the-bo-qua-p9771\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/10-xu-huong-cong-nghe-ai-ma-cac-nha-khoa-hoc-du-lieu-khong-the-bo-qua-p9771\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"10 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 AI m\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u kh\u00f4ng th\u1ec3 b\u1ecf qua\",\"datePublished\":\"2021-06-15T13:33:09+00:00\",\"dateModified\":\"2021-06-16T01:34:27+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/10-xu-huong-cong-nghe-ai-ma-cac-nha-khoa-hoc-du-lieu-khong-the-bo-qua-p9771\\\/\"},\"wordCount\":3215,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/10-xu-huong-cong-nghe-ai-ma-cac-nha-khoa-hoc-du-lieu-khong-the-bo-qua-p9771\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/06\\\/TheGioiMayChu-Blog-AI.jpg\",\"keywords\":[\"ai\",\"deep learning\"],\"articleSection\":[\"AI - 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