{"id":7553,"date":"2020-11-25T07:18:45","date_gmt":"2020-11-25T07:18:45","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=7553"},"modified":"2020-11-25T07:19:42","modified_gmt":"2020-11-25T07:19:42","slug":"du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/","title":{"rendered":"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps!"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>T\u1ea5t c\u1ea3 nh\u1eefng g\u00ec <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> \u0111\u00e3 t\u1eebng c\u00f3, k\u1ef3 v\u1ecdng s\u1ebd c\u00f3 ho\u1eb7c ngay trong hi\u1ec7n t\u1ea1i \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p \u0111\u00e3 \u0111\u01b0\u1ee3c g\u00f3i g\u1ecdn trong m\u1ed9t kh\u00e1i ni\u1ec7m m\u1edbi, m\u1ed9t thu\u1eadt ng\u1eef k\u1ebft h\u1ee3p, \u0111\u1ed3ng th\u1eddi n\u00eau chi ti\u1ebft ch\u00ednh x\u00e1c vai tr\u00f2 c\u1ee7a n\u00f3 \u1edf hi\u1ec7n t\u1ea1i, v\u00e0 s\u1ebd ti\u1ebfn tri\u1ec3n nh\u01b0 th\u1ebf n\u00e0o trong n\u0103m 2021 t\u1edbi \u0111\u00e2y.<\/p>\n<p>Kh\u00e1i ni\u1ec7m ModelOps l\u00e0 bi\u1ec3u t\u01b0\u1ee3ng c\u1ee7a AI v\u00ec n\u00f3 mang l\u1ea1i s\u1ef1 tin c\u1eady cho to\u00e0n b\u1ed9 chi\u1ec1u r\u1ed9ng c\u1ee7a AI (t\u1eeb Machine Learning \u0111\u1ebfn c\u01a1 s\u1edf ki\u1ebfn \u200b\u200bth\u1ee9c c\u1ee7a AI), m\u00e0\u00a0Gartner ch\u1ec9 ra\u00a0li\u00ean quan \u0111\u1ebfn c\u00e1c quy t\u1eafc, t\u00e1c nh\u00e2n, bi\u1ec3u \u0111\u1ed3 ki\u1ebfn \u200b\u200bth\u1ee9c, v.v&#8230;<\/p>\n<p>ModelOps kh\u00f4ng ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 v\u1eadn h\u00e0nh v\u00e0 qu\u1ea3n l\u00fd c\u00e1c m\u00f4 h\u00ecnh AI.\u00a0\u0110\u00f3 l\u00e0 v\u1ec1 vi\u1ec7c th\u1ef1c thi m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, tr\u00ean quy m\u00f4 l\u1edbn, v\u1edbi s\u1ef1 tin c\u1eady v\u00e0 theo m\u1ed9t c\u00e1ch \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 kinh doanh quan tr\u1ecdng nh\u1ea5t c\u1ee7a doanh nghi\u1ec7p &#8211; n\u1ebfu kh\u00f4ng n\u00f3i \u0111\u00f3 c\u0169ng l\u00e0 nh\u1eefng v\u1ea5n \u0111\u1ec1 c\u1ee7a c\u1ea3 x\u00e3 h\u1ed9i.<\/p>\n<p>H\u01a1n n\u1eefa, n\u00f3 li\u00ean quan \u0111\u1ebfn vi\u1ec7c th\u1ef1c hi\u1ec7n t\u1ea1i ch\u1ed7 (on-premises) trong khi t\u1eadn d\u1ee5ng c\u00e1c l\u1ee3i th\u1ebf c\u1ee7a \u0111\u00e1m m\u00e2y v\u00e0, khi n\u00f3i \u0111\u1ebfn n\u0103ng l\u1ef1c Machine Learning c\u1ee7a AI, v\u1edbi m\u1ed9t lo\u1ea1t c\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1eaft ngu\u1ed3n t\u1eeb h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t (Supervised Learning), kh\u00f4ng gi\u00e1m s\u00e1t\u00a0(Unsupervised) v\u00e0 k\u1ec3 c\u1ea3 l\u00e0 h\u1ecdc t\u0103ng c\u01b0\u1eddng (Augmented Learning).<\/p>\n<p>Ng\u1ee5 \u00fd c\u1ee7a nh\u1eefng kh\u1ea3 n\u0103ng n\u00e0y l\u00e0 nhu c\u1ea7u \u0111\u1eb7t c\u00e1c m\u00f4 h\u00ecnh Machine Learning \u1edf v\u1ecb tr\u00ed c\u1ea1nh tranh, thay th\u1ebf c\u00e1c gi\u1edbi h\u1ea1n (v\u00e0 ph\u01b0\u01a1ng ph\u00e1p) d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o truy\u1ec1n th\u1ed1ng c\u1ee7a ch\u00fang, v\u00e0 h\u1ea5p th\u1ee5 m\u1ecdi th\u1ee9 t\u1eeb streaming \u0111\u1ebfn d\u1eef li\u1ec7u t\u0129nh \u0111\u1ec3 c\u00f3 nh\u1eefng d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u m\u1edbi nh\u1ea5t c\u00f3 th\u1ec3.<\/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<p>Ho\u1eb7c, nh\u01b0\u00a0Wayne Thompson &#8211; Tr\u01b0\u1edfng nh\u00f3m Khoa h\u1ecdc D\u1eef li\u1ec7u c\u1ee7a\u00a0SAS\u00a0\u0111\u00e3 n\u00f3i, \u201cHi\u1ec7n t\u1ea1i, h\u1ea7u h\u1ebft c\u00e1c t\u1ed5 ch\u1ee9c ch\u1ec9 \u0111ang ki\u1ec3m tra \u0111i\u1ec3m s\u1ed1 c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 xem li\u1ec7u \u0111i\u1ec3m s\u1ed1 c\u1ee7a m\u00f4 h\u00ecnh c\u00f3 thay \u0111\u1ed5i hay kh\u00f4ng b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u1ed9t m\u00f4 h\u00ecnh ngo\u1ea1i tuy\u1ebfn c\u0169 h\u01a1n.\u00a0\u0110i\u1ec1u hi\u1ec7n \u0111\u1ea1i th\u1ef1c s\u1ef1 l\u00e0 \u0111\u01b0a m\u00f4 h\u00ecnh v\u00e0o m\u00f4i tr\u01b0\u1eddng \u0111\u00e0o t\u1ea1o, \u0111\u1ed3ng th\u1eddi tri\u1ec3n khai v\u00e0 \u0111\u00e0o t\u1ea1o \u0111\u1ed3ng th\u1eddi c\u1eadp nh\u1eadt tr\u1ecdng s\u1ed1 c\u1ee7a m\u00f4 h\u00ecnh\u201d.<\/p>\n<p><strong>ModelOps<\/strong><\/p>\n<p>Theo nhi\u1ec1u c\u00e1ch, ModelOps ch\u1ec9 l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef m\u1edbi \u0111\u1ec3 qu\u1ea3n l\u00fd m\u00f4 h\u00ecnh, m\u1eb7c d\u00f9 m\u1ed9t \u0111i\u1ec1u \u0111\u01b0\u1ee3c th\u1eeba nh\u1eadn r\u1eb1ng\u00a0AI kh\u00f4ng ch\u1ec9 l\u00e0 s\u1ed1 li\u1ec7u th\u1ed1ng k\u00ea\u00a0trong khi \u01b0u ti\u00ean tri\u1ec3n khai k\u1ecbp th\u1eddi.\u00a0ModelOps \u0111\u01b0\u1ee3c ho\u00e0n thi\u1ec7n khi c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 x\u00fac ti\u1ebfn vi\u1ec7c t\u1ea1o v\u00e0 v\u1eadn h\u00e0nh c\u00e1c m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p cho b\u1ea5t k\u1ef3 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3 n\u00e0o.\u00a0Thompson \u0111\u00e3 tr\u00edch d\u1eabn m\u1ed9t v\u00ed d\u1ee5 v\u1ec1 ng\u00e2n h\u00e0ng trong \u0111\u00f3 t\u1ed5 ch\u1ee9c n\u00e0y \u201cmu\u1ed1n c\u00f3 m\u1ed9t h\u1ec7 th\u1ed1ng n\u00fat nh\u1ea5n v\u00e0 th\u1ee9 \u0111\u00f3 ho\u1ea1t \u0111\u1ed9ng gi\u1ed1ng nh\u01b0 m\u1ed9t nh\u00e0 m\u00e1y.\u00a0V\u00e0 h\u1ecd mu\u1ed1n l\u00e0 c\u00f3 th\u1ec3 ki\u1ec3m tra v\u00e0 xem li\u1ec7u m\u1ecdi th\u1ee9 c\u00f3 \u0111ang x\u1ea3y ra b\u1ea5t th\u01b0\u1eddng n\u00e0o hay kh\u00f4ng, v\u00e0 h\u1ecd c\u0169ng mong mu\u1ed1n n\u00f3 th\u1ef1c s\u1ef1 \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a&#8221;.<\/p>\n<p>C\u00e1c n\u1ec1n t\u1ea3ng ph\u00f9 h\u1ee3p v\u1edbi qu\u1ea3n l\u00fd m\u00f4 h\u00ecnh t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho nh\u1eefng l\u1ee3i \u00edch n\u00e0y theo nhi\u1ec1u c\u00e1ch kh\u00e1c nhau.\u00a0Th\u1ee9 nh\u1ea5t, h\u1ecd c\u00f3 th\u1ec3 ch\u1ea5m \u0111i\u1ec3m c\u00e1c m\u00f4 h\u00ecnh v\u00e0 k\u1ebft qu\u1ea3 c\u1ee7a ch\u00fang b\u1eb1ng c\u00e1ch &#8220;\u0111\u1eb7t c\u00e1c m\u00f4 h\u00ecnh n\u00e0y v\u00e0o c\u00e1c package nh\u01b0 ASTORE ho\u1eb7c v\u00e0o m\u1ed9t ch\u1ee9c n\u0103ng t\u00ednh \u0111i\u1ec3m, v\u00e0 chuy\u1ec3n n\u00f3 cho m\u1ed9t th\u1ee9 g\u00ec \u0111\u00f3 ch\u1eafc ch\u1eafn h\u01a1n, c\u00f3 c\u1ea5u tr\u00fac h\u01a1n, \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ch\u1eb7t ch\u1ebd h\u01a1n nhi\u1ec1u&#8221;, Thompson n\u00f3i.\u00a0H\u1ecd c\u0169ng c\u00f3 th\u1ec3 t\u00edch h\u1ee3p m\u00f4 h\u00ecnh production v\u00e0o quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c API, th\u1ec3 hi\u1ec7n t\u1ea7m quan tr\u1ecdng g\u1eafn k\u1ebft c\u1ee7a \u0111\u00e1m m\u00e2y \u0111\u1ed1i v\u1edbi AI.\u00a0Quan tr\u1ecdng nh\u1ea5t, h\u1ecd c\u00f3 th\u1ec3 nh\u1eadp c\u00e1c m\u00f4 h\u00ecnh v\u00e0o c\u00e1c \u0111i\u1ec3m v\u1eadn h\u00e0nh (production) \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh linh ho\u1ea1t c\u00e1c tr\u1ecdng s\u1ed1 v\u00e0 ph\u00e9p \u0111o v\u1edbi d\u1eef li\u1ec7u th\u1ef1c, kh\u00e1c v\u1edbi d\u1eef li\u1ec7u c\u0169 ho\u1eb7c d\u1eef li\u1ec7u l\u1ecbch s\u1eed.<\/p>\n<p><strong>\u0110i\u1ec7n to\u00e1n bi\u00ean (The Edge)<\/strong><\/p>\n<p>Internet of Things v\u00e0 \u0111i\u1ec7n to\u00e1n bi\u00ean cung c\u1ea5p c\u00e1c c\u01a1 h\u1ed9i r\u1ea5t t\u1ed1t \u0111\u1ec3 c\u1eadp nh\u1eadt m\u00f4 h\u00ecnh trong th\u1eddi gian th\u1ef1c nh\u1eb1m kh\u1eafc ph\u1ee5c s\u1ef1 d\u1ecbch chuy\u1ec3n c\u1ee7a m\u00f4 h\u00ecnh, v\u1ec1 b\u1ea3n ch\u1ea5t s\u1ebd x\u1ea3y ra theo th\u1eddi gian.\u00a0Trong khi c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ModelOps trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh li\u00ean quan \u0111\u1ebfn vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a d\u00e0n d\u1ef1ng v\u00e0 ph\u00e2n ph\u1ed1i c\u00e1c m\u00f4 h\u00ecnh \u2014 tr\u00ean quy m\u00f4 \u2014 \u0111\u1ec3 ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng m\u1ee5c ti\u00eau vi m\u00f4, trung t\u00e2m tri\u1ec3n khai IoT h\u1ea5p d\u1eabn d\u1ef1a tr\u00ean c\u00e1c m\u1ed1i quan t\u00e2m \u01b0u vi\u1ec7t v\u1ec1 s\u1ee9c kh\u1ecfe c\u00f4ng c\u1ed9ng (v\u00e0 t\u01b0 nh\u00e2n) v\u1edbi d\u1eef li\u1ec7u truy\u1ec1n tr\u1ef1c tuy\u1ebfn v\u00e0 \u0111\u00f4i khi l\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> (<a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">Computer Vision<\/a>).\u00a0V\u1ea5n \u0111\u1ec1 ch\u1ee7 y\u1ebfu v\u1edbi c\u00e1i g\u1ecdi l\u00e0 AIoT l\u00e0 nh\u1eadp c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e1ng tin c\u1eady v\u00e0o c\u00e1c ti\u1ec7n \u00edch \u0111\u1ea7u cu\u1ed1i \u201cb\u1edfi v\u00ec c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u c\u00f3 k\u00edch th\u01b0\u1edbc r\u1ea5t l\u1edbn,\u201d Thompson \u0111\u1ec1 c\u1eadp.<\/p>\n<p>M\u1ed9t gi\u1ea3i ph\u00e1p \u0111\u00e1ng tin c\u1eady l\u00e0 \u0111\u1ecbnh v\u1ecb ch\u00fang v\u00e0o m\u1ed9t \u201cfile ASTORE, ch\u1ec9 l\u00e0 m\u1ed9t binary block m\u00e0 ch\u00fang t\u00f4i \u0111\u00f3ng g\u00f3i t\u1ea5t c\u1ea3 c\u00e1c hi\u1ec7u s\u1ed1 n\u00e0y v\u00e0o \u0111\u1ec3 n\u00f3 r\u00f5 r\u00e0ng h\u01a1n v\u1edbi b\u1ea1n,\u201d Thompson nh\u1eadn x\u00e9t.\u00a0File nh\u1ecb ph\u00e2n \u0111\u00f3 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef v\u00e0 n\u00e9n l\u1ea1i, sau \u0111\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chia s\u1ebb&#8221;. V\u1edbi ph\u01b0\u01a1ng ph\u00e1p n\u00e0y, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c \u1ee9ng d\u1ee5ng trong Computer Vision v\u00e0 ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o m\u1ecdi ng\u01b0\u1eddi gi\u1eef \u0111\u01b0\u1ee3c kho\u1ea3ng c\u00e1ch x\u00e3 h\u1ed9i, th\u1ef1c hi\u1ec7n theo d\u00f5i li\u00ean h\u1ec7 ho\u1eb7c ch\u1ec9 theo d\u00f5i t\u00ecnh tr\u1ea1ng t\u00e0i s\u1ea3n thi\u1ebft b\u1ecb trong Internet c\u00f4ng nghi\u1ec7p.\u00a0H\u01a1n n\u1eefa, h\u1ecd c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn trong \u0111\u00f3 c\u00e1c m\u00f4 h\u00ecnh \u0111ang \u0111i\u1ec1u ch\u1ec9nh cho ph\u00f9 h\u1ee3p v\u1edbi d\u1eef li\u1ec7u s\u1ea3n xu\u1ea5t th\u1ef1c t\u1ebf, \u0111\u1ed3ng th\u1eddi s\u1eed d\u1ee5ng c\u00e1c\u00a0ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t v\u1ec1\u00a0ki\u1ebfn tr\u00fac v\u00e0 ph\u1ea7n c\u1ee9ng\u00a0cho TinyML\u00a0.<\/p>\n<p><strong>MLOps tr\u00ean \u0111\u00e1m m\u00e2y<\/strong><\/p>\n<p>S\u1ee9c s\u1ed1ng c\u1ee7a \u0111\u00e1m m\u00e2y \u0111\u1ed1i v\u1edbi\u00a0ModelOps\u00a0l\u00e0 g\u1ea7n nh\u01b0 v\u00f4 song, \u0111\u1eb7c bi\u1ec7t l\u00e0 v\u1edbi s\u1ef1 ch\u00fa tr\u1ecdng hi\u1ec7n t\u1ea1i v\u00e0o c\u1ed9ng t\u00e1c t\u1eeb xa.\u00a0C\u00e1c gi\u1ea3i ph\u00e1p ModelOps c\u1ea1nh tranh \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p s\u1eb5n \u0111\u1ec3 d\u1ec5 tri\u1ec3n khai;\u00a0nhi\u1ec1u t\u00f9y ch\u1ecdn mua s\u1eafm m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 truy c\u1eadp \u0111\u00e1m m\u00e2y.\u00a0H\u1ea7u h\u1ebft m\u1ecdi quy tr\u00ecnh l\u00e0m vi\u1ec7c ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 m\u1ed9t l\u1ec7nh g\u1ecdi API.\u00a0\u0110\u00e1m m\u00e2y \u0111ang ng\u00e0y c\u00e0ng tr\u1edf th\u00e0nh b\u1ed1i c\u1ea3nh \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y, ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t \u0111i\u1ec3m kh\u1edfi ch\u1ea1y t\u00e0i ch\u00ednh cho ba h\u00ecnh th\u1ee9c ch\u00ednh c\u1ee7a n\u00f3:<\/p>\n<ul>\n<li><strong>H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t:<\/strong>\u00a0\u0110a d\u1ea1ng h\u1ecdc m\u00e1y n\u00e0y y\u00eau c\u1ea7u d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n.\u00a0Theo Thompson, &#8220;M\u1ed9t s\u1ed1 m\u00f4 h\u00ecnh n\u00e0y, gi\u1ed1ng nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ec1 xu\u1ea5t, ch\u00fang t\u00f4i th\u1ef1c s\u1ef1 h\u1ecdc tr\u1ef1c tuy\u1ebfn khi ch\u00fang t\u00f4i \u0111ang x\u00e2y d\u1ef1ng t\u1eadp d\u1eef li\u1ec7u m\u1ee5c ng\u01b0\u1eddi d\u00f9ng.&#8221;\u00a0V\u00ed d\u1ee5: nh\u1eefng th\u00f4ng tin \u0111\u1ea7u v\u00e0o theo th\u1eddi gian th\u1ef1c tr\u00ean \u0111\u00e1m m\u00e2y, \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt m\u1ed7i khi kh\u00e1ch h\u00e0ng mua h\u00e0ng, cung c\u1ea5p \u0111\u00e0o t\u1ea1o t\u1ed1i \u01b0u cho c\u00e1c m\u00f4 h\u00ecnh.\u00a0Thompson th\u1eeba nh\u1eadn: \u201cB\u1ea1n c\u00e0ng th\u1ef1c s\u1ef1 c\u00f3 th\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh \u0111\u00f3 khi d\u1eef li\u1ec7u \u0111ang \u0111\u01b0\u1ee3c thu th\u1eadp, th\u00ec m\u00f4 h\u00ecnh c\u1ee7a b\u1ea1n s\u1ebd tr\u1edf n\u00ean m\u1edbi m\u1ebb h\u01a1n nhi\u1ec1u.<\/li>\n<li><strong>H\u1ecdc t\u0103ng c\u01b0\u1eddng:<\/strong>\u00a0Lo\u1ea1i h\u1ecdc m\u00e1y n\u00e0y tr\u00e1nh ki\u1ec3m tra c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o \u0111i\u1ec3n h\u00ecnh;\u00a0thay v\u00e0o \u0111\u00f3, m\u1ed9t t\u00e1c nh\u00e2n t\u01b0\u01a1ng t\u00e1c \u0111\u1ed9ng v\u1edbi m\u1ed9t m\u00f4i tr\u01b0\u1eddng theo m\u1ed9t lo\u1ea1t nh\u1eefng g\u00ec Thompson g\u1ecdi l\u00e0 ph\u1ea7n th\u01b0\u1edfng v\u00e0 r\u00e0ng bu\u1ed9c.\u00a0C\u00e1c bi\u1ec7n ph\u00e1p \u0111\u00e1m m\u00e2y ti\u00ean ti\u1ebfn cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c cho ph\u00e9p c\u00e1c \u0111\u1ea1i l\u00fd h\u1ecdc trong m\u00f4 ph\u1ecfng sau \u0111\u00f3 \u201cho\u00e1n \u0111\u1ed5i m\u00f4i tr\u01b0\u1eddng m\u00f4 ph\u1ecfng v\u1edbi m\u00f4i tr\u01b0\u1eddng th\u1ef1c;\u00a0n\u00f3 l\u00e0 c\u00f9ng m\u1ed9t API n\u00ean t\u00e1c nh\u00e2n t\u0103ng c\u01b0\u1eddng kh\u00f4ng th\u1ec3 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, \u201dThompson nh\u1eadn x\u00e9t.\u00a0&#8220;V\u00e0, m\u1ed9t l\u1ea7n n\u1eefa c\u00f3 th\u1ec3 tri\u1ec3n khai v\u00e0 \u0111\u00e0o t\u1ea1o \u0111\u1ed3ng th\u1eddi.&#8221;<\/li>\n<li><strong>H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t:\u00a0<\/strong>Ph\u01b0\u01a1ng th\u1ee9c h\u1ecdc t\u1eadp n\u00e0y\u00a0li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n kh\u00f4ng c\u00f3 nh\u00e3n.\u00a0N\u00f3 d\u1ef1a tr\u00ean c\u00e1c k\u1ef9 thu\u1eadt ph\u00e2n nh\u00f3m v\u00e0 c\u00e1c bi\u1ec7n ph\u00e1p gi\u1ea3m k\u00edch th\u01b0\u1edbc, r\u1ea5t c\u00f3 l\u1ee3i khi x\u1eed l\u00fd d\u1eef li\u1ec7u \u1edf quy m\u00f4 l\u1edbn.\u00a0C\u00e1c bi\u1ec7n ph\u00e1p n\u00e0y \u201cgi\u00fap b\u1ea1n gi\u1ea3m th\u1ee9 nguy\u00ean b\u1eb1ng c\u00e1ch c\u00f3 th\u1ec3, gi\u1ea3 s\u1eed, gi\u1ea3m 500 bi\u1ebfn th\u00e0nh ba,\u201d Gul Ege, Gi\u00e1m \u0111\u1ed1c c\u1ea5p cao c\u1ee7a SAS v\u1ec1 Ph\u00e2n t\u00edch n\u00e2ng cao, Nghi\u00ean c\u1ee9u v\u00e0 Ph\u00e1t tri\u1ec3n cho bi\u1ebft.\u00a0N\u0103ng l\u1ef1c n\u00e0y r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi vi\u1ec7c tri\u1ec3n khai d\u1eef li\u1ec7u ph\u00e1t tr\u1ef1c tuy\u1ebfn IoT, nh\u01b0 quan s\u00e1t d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t b\u1eb1ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh v\u00e0 \u201cngh\u0129 ra \u0111\u00e2u l\u00e0 ph\u1ea7n c\u1ee7a d\u1eef li\u1ec7u n\u00e0y m\u00e0 b\u1ea1n th\u1ef1c s\u1ef1 c\u1ea7n l\u01b0u gi\u1eef m\u00e0 kh\u00f4ng c\u1ea7n l\u00ean \u0111\u00e1m m\u00e2y n\u1ebfu c\u1ea7n\u201d, Ege gi\u1ea3i th\u00edch.\u00a0\u201cPh\u1ea7n c\u00f2n l\u1ea1i ho\u1eb7c ch\u1ec9 l\u00e0 ti\u1ebfng \u1ed3n ho\u1eb7c\u2026 qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u n\u00f3i c\u00f9ng m\u1ed9t \u0111i\u1ec1u.<\/li>\n<\/ul>\n<p><strong>Ph\u00e2n t\u00edch &#8220;Predictive&#8221; so v\u1edbi &#8220;Prescriptive&#8221;<\/strong><\/p>\n<p>T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh b\u1eb1ng r\u00f4-b\u1ed1t\u00a0\u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ph\u01b0\u01a1ng ti\u1ec7n \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i nh\u1ea5t \u0111\u1ec3 chuy\u1ec3n hi\u1ec7u qu\u1ea3 d\u1ef1 \u0111o\u00e1n c\u1ee7a AI sang m\u1ed9t ph\u01b0\u01a1ng ti\u1ec7n c\u00f3 t\u00ednh ch\u1ea5t quy \u0111\u1ecbnh.\u00a0Theo\u00a0M\u1ed9t M\u1ea1ngCOO Joe Bellini, nh\u1eefng con bot n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng \u201ckh\u00f4ng ch\u1ec9 c\u00f3 th\u1ec3 ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n m\u00e0 c\u00f2n th\u1ef1c s\u1ef1 ch\u1ec9 \u0111\u1ecbnh v\u00e0 th\u1ef1c thi.\u00a0V\u00e0, b\u1ea1n c\u00f3 th\u1ec3 l\u00e0m cho n\u00f3 t\u1ef1 ch\u1ee7. &#8221;\u00a0Ch\u1eb3ng h\u1ea1n, b\u1eb1ng c\u00e1ch trang b\u1ecb cho c\u00e1c t\u00e1c nh\u00e2n \u1ea3o kh\u1ea3 n\u0103ng h\u1ecdc m\u00e1y, h\u1ecd c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c xu h\u01b0\u1edbng trong m\u1ea1ng l\u01b0\u1edbi chu\u1ed7i cung \u1ee9ng gi\u1eefa c\u00e1c t\u1ed5 ch\u1ee9c v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1ch t\u1ed1t nh\u1ea5t \u0111\u1ec3 ph\u1ea3n \u1ee9ng v\u1edbi s\u1ef1 thi\u1ebfu h\u1ee5t d\u1ef1 \u0111o\u00e1n.\u00a0\u201cNg\u01b0\u1eddi \u0111\u1ea1i di\u1ec7n kh\u00f4ng ch\u1ec9 c\u00f3 th\u1ec3 \u0111\u1ec1 xu\u1ea5t c\u00e1c \u0111\u01a1n thu\u1ed1c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u00f3 s\u1eb5n trong m\u1ea1ng, m\u00e0 ng\u01b0\u1eddi \u0111\u1ea1i di\u1ec7n c\u00f2n c\u00f3 th\u1ec3 th\u1ef1c thi c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a ra \u2014 khi\u1ebfn n\u00f3 c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c,\u201d Bellini x\u00e1c nh\u1eadn.\u00a0\u201cV\u00ec v\u1eady, h\u00e3y th\u1ef1c s\u1ef1 thay \u0111\u1ed5i k\u1ebf ho\u1ea1ch, thay \u0111\u1ed5i l\u1ecbch tr\u00ecnh, thay \u0111\u1ed5i t\u1ea3i tr\u1ecdng c\u1ee7a h\u00e3ng v\u1eadn chuy\u1ec3n, ph\u00e2n b\u1ed5 l\u1ea1i\u201d.<\/p>\n<p>Bots c\u0169ng c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00e1c chi ti\u1ebft c\u1ea7n thi\u1ebft \u0111\u1ec3 thu l\u1ee3i nhu\u1eadn t\u1eeb ph\u00e2n t\u00edch quy \u0111\u1ecbnh, m\u00e0\u00a0Automation Anywhere\u00a0SVP c\u1ee7a Ti\u1ebfp th\u1ecb S\u1ea3n ph\u1ea9m v\u00e0 Gi\u1ea3i ph\u00e1p Kevin Murray \u0111\u00e3 m\u00f4 t\u1ea3 l\u00e0 \u201cho\u1ea1t \u0111\u1ed9ng d\u1eb7m cu\u1ed1i c\u00f9ng xung quanh t\u1ef1 \u0111\u1ed9ng h\u00f3a\u201d.\u00a0\u00d4ng \u0111\u00e3 ph\u00e1c th\u1ea3o m\u1ed9t tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng b\u00e0n tr\u1ee3 gi\u00fap trong \u0111\u00f3 c\u00e1c h\u1ec7 th\u1ed1ng AI \u0111\u1ec1 xu\u1ea5t m\u1ed9t s\u1ea3n ph\u1ea9m thay th\u1ebf cho kh\u00e1ch h\u00e0ng tr\u01b0\u1edbc khi c\u00e1c bot \u0111\u01b0\u1ee3c giao nhi\u1ec7m v\u1ee5 th\u1ef1c hi\u1ec7n \u201cvi\u1ec7c mua s\u1eafm, ki\u1ec3m k\u00ea, v\u1eadn chuy\u1ec3n, t\u1ea5t c\u1ea3 th\u00f4ng tin x\u1ea3y ra sau khi \u0111\u1ec1 xu\u1ea5t ma thu\u1eadt \u0111\u00f3 x\u1ea3y ra\u201d.\u00a0C\u00e1c xu h\u01b0\u1edbng RPA ph\u00f9 h\u1ee3p cho AI bao g\u1ed3m vi\u1ec7c l\u1eafp r\u00e1p c\u00e1c bot ri\u00eang l\u1ebb th\u00e0nh c\u00e1c tr\u1ee3 l\u00fd k\u1ef9 thu\u1eadt s\u1ed1 to\u00e0n di\u1ec7n c\u00f3 th\u1ec3 t\u00edch h\u1ee3p v\u1edbi d\u1eef li\u1ec7u, h\u1ec7 th\u1ed1ng v\u00e0 m\u00f4 h\u00ecnh m\u00e1y t\u00ednh tr\u00ean c\u00e1c m\u00f4i tr\u01b0\u1eddng.\u00a0Gh\u00e9p n\u1ed1i nh\u1eefng kh\u1ea3 n\u0103ng n\u00e0y v\u1edbi vi\u1ec7c h\u1ecdc t\u0103ng c\u01b0\u1eddng c\u00f3 th\u1ec3 ch\u1ee9ng minh m\u1ed9t gi\u1ea3i ph\u00e1p l\u00e2u d\u00e0i cho s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI th\u00e0nh AI n\u00f3i chung.<\/p>\n<p><strong>C\u00f4ng ngh\u1ec7 ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/strong><\/p>\n<p>AI h\u1ed9i tho\u1ea1i\u00a0v\u1eabn l\u00e0 \u0111\u1ec9nh cao c\u1ee7a c\u00f4ng ngh\u1ec7 ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00ec n\u00f3 k\u1ebft h\u1ee3p c\u00e1c kh\u00eda c\u1ea1nh c\u1ee7a X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, Hi\u1ec3u ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, T\u1ea1o ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 Truy v\u1ea5n ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.\u00a0\u0110\u00f3 l\u00e0 m\u1ed9t c\u00e1ch th\u1ef1c t\u1ebf \u0111\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng kh\u00f4ng ti\u1ebfp x\u00fac v\u1eadt l\u00fd, \u0111i\u1ec1u n\u00e0y \u0111\u01b0\u1ee3c ca ng\u1ee3i trong c\u00e1c m\u00f4i tr\u01b0\u1eddng x\u00e3 h\u1ed9i hi\u1ec7n \u0111\u1ea1i.\u00a0Theo\u00a0TopQuadrantTuy nhi\u00ean, CTO Ralph Hodgson, c\u00e1c c\u00f4ng ngh\u1ec7 ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u00f3 th\u1ec3 s\u1edbm bao g\u1ed3m t\u1ed5ng h\u1ee3p v\u1edbi d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh, b\u00e1o tr\u01b0\u1edbc s\u1ef1 h\u1ed9i t\u1ee5 gi\u1eefa l\u0129nh v\u1ef1c nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh v\u00e0 NLP.\u00a0D\u1ef1a tr\u00ean c\u00e1i m\u00e0 \u00f4ng g\u1ecdi l\u00e0 \u201cvect\u01a1 t\u1eeb\u201d, nh\u1eefng kh\u1ea3 n\u0103ng n\u00e0y c\u00f3 th\u1ec3 \u201cl\u00e0m cho m\u1ed9t t\u00e0i li\u1ec7u v\u0103n b\u1ea3n xu\u1ea5t hi\u1ec7n v\u1edbi m\u1ed9t h\u00ecnh \u1ea3nh,\u201d Hodgson bi\u1ec3u th\u1ecb.\u00a0C\u00e1c \u1ee9ng d\u1ee5ng hi\u1ec7n t\u1ea1i bao g\u1ed3m d\u1eef li\u1ec7u d\u1ea1ng v\u0103n b\u1ea3n kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac, \u0111ang t\u0103ng l\u00ean trong to\u00e0n b\u1ed9 doanh nghi\u1ec7p.\u00a0Hodgson d\u1ef1 \u0111o\u00e1n: \u201cM\u1ea1ng n\u01a1-ron s\u1ebd th\u1ef1c hi\u1ec7n nh\u1eefng g\u00ec ch\u00fang l\u00e0m \u0111\u1ed1i v\u1edbi h\u00ecnh \u1ea3nh so v\u1edbi v\u0103n b\u1ea3n &#8211; t\u00e0i li\u1ec7u\u201d.<\/p>\n<p><strong>K\u1ebft qu\u1ea3 l\u00e0<\/strong><\/p>\n<p>\u0110\u1ea7u v\u00e0o t\u1ed5ng th\u1ec3 c\u1ee7a ModelOps l\u00e0 m\u00e3 nh\u1ecb ph\u00e2n.\u00a0N\u00f3 \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 tin c\u1eady c\u1ee7a m\u00f4 h\u00ecnh \u0111\u1ed1i v\u1edbi c\u00e1c y\u1ebfu t\u1ed1 ch\u1ee7 ch\u1ed1t trong qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u nh\u01b0 qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi v\u00e0 c\u00e1c m\u00f4 h\u00ecnh v\u1ecb tr\u00ed \u2014 m\u1ed9t c\u00e1ch nhanh ch\u00f3ng \u2014 n\u01a1i ch\u00fang t\u1eadn d\u1ee5ng \u0111\u01b0\u1ee3c nhi\u1ec1u nh\u1ea5t cho doanh nghi\u1ec7p.\u00a0Nhi\u1ec1u tri\u1ec3n khai trong s\u1ed1 n\u00e0y, cho d\u00f9 li\u00ean quan \u0111\u1ebfn c\u00e1c t\u01b0\u01a1ng t\u00e1c ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ho\u1eb7c th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, \u0111\u1ec1u n\u1eb1m \u1edf bi\u00ean c\u1ee7a m\u1ea1ng.\u00a0Cu\u1ed9c kh\u1ee7ng ho\u1ea3ng s\u1ee9c kh\u1ecfe c\u1ed9ng \u0111\u1ed3ng hi\u1ec7n nay c\u1ee7ng c\u1ed1 nhu c\u1ea7u n\u00e0y v\u00e0 x\u1ee9ng \u0111\u00e1ng v\u1edbi ModelOps.<\/p>\n<p>\u201cNghe c\u00f3 v\u1ebb ng\u1edd ngh\u1ec7ch v\u1edbi c\u00e2u chuy\u1ec7n: ch\u00fang ta ngh\u0129 v\u1ec1 c\u00e1c c\u1eeda h\u00e0ng m\u00e0 kh\u00f4ng c\u1ea7n thu ng\u00e2n m\u1ed9t n\u0103m tr\u01b0\u1edbc \u0111\u00e2y, nh\u01b0ng b\u00e2y gi\u1edd n\u00f3 tr\u1edf n\u00ean kh\u1ea3 thi\u201d, Jacob Smith &#8211; Equinix VP of Bare Metal Strategy &amp; Marketing.\u00a0\u201cT\u01b0\u01a1ng t\u1ef1 v\u1edbi m\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i giao h\u00e0ng t\u1ea1p h\u00f3a cho b\u1ea1n\u201d. M\u1ee9c \u0111\u1ed9 li\u00ean quan nh\u01b0 v\u1eady khi\u1ebfn n\u00f3 b\u1eaft bu\u1ed9c ph\u1ea3i li\u00ean t\u1ee5c c\u1eadp nh\u1eadt c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n v\u1edbi d\u1eef li\u1ec7u m\u1edbi nh\u1ea5t \u0111\u1ec3 tri\u1ec3n khai, \u0111\u00e0o t\u1ea1o v\u00e0 t\u1ed1i \u01b0u h\u00f3a m\u1ed9t c\u00e1ch \u0111\u1ed3ng th\u1eddi.<\/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=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<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21405\">NVIDIA t\u1ea1i Computex 2025: &#8220;G\u00e3 kh\u1ed5ng l\u1ed3 xanh&#8221; \u0111\u1eb7t c\u01b0\u1ee3c t\u1ea5t c\u1ea3 v\u00e0o AI, GeForce li\u1ec7u c\u00f3 b\u1ecb ra r\u00eca?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>T&#7845;t c&#7843; nh&#7919;ng g&igrave; Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o &#273;&atilde; t&#7915;ng c&oacute;, k&#7923; v&#7885;ng s&#7869; c&oacute; ho&#7863;c ngay trong hi&#7879;n t&#7841;i &#273;&#7889;i v&#7899;i doanh nghi&#7879;p &#273;&atilde; &#273;&#432;&#7907;c g&oacute;i g&#7885;n trong m&#7897;t kh&aacute;i ni&#7879;m m&#7899;i, m&#7897;t thu&#7853;t ng&#7919; k&#7871;t h&#7907;p, &#273;&#7891;ng th&#7901;i n&ecirc;u chi ti&#7871;t ch&iacute;nh x&aacute;c vai tr&ograve; c&#7911;a n&oacute; &#7903; hi&#7879;n t&#7841;i, v&agrave; s&#7869; ti&#7871;n&#8230;<\/p>\n","protected":false},"author":2,"featured_media":7604,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,500,1335,499,502,501],"class_list":["post-7553","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-dl","tag-ict-trends","tag-ml","tag-mlops","tag-modelops"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps! - 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\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps! - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"T&#7845;t c&#7843; nh&#7919;ng g&igrave; Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o &#273;&atilde; t&#7915;ng c&oacute;, k&#7923; v&#7885;ng s&#7869; c&oacute; ho&#7863;c ngay trong hi&#7879;n t&#7841;i &#273;&#7889;i v&#7899;i doanh nghi&#7879;p &#273;&atilde; &#273;&#432;&#7907;c g&oacute;i g&#7885;n trong m&#7897;t kh&aacute;i ni&#7879;m m&#7899;i, m&#7897;t thu&#7853;t ng&#7919; k&#7871;t h&#7907;p, &#273;&#7891;ng th&#7901;i n&ecirc;u chi ti&#7871;t ch&iacute;nh x&aacute;c vai tr&ograve; c&#7911;a n&oacute; &#7903; hi&#7879;n t&#7841;i, v&agrave; s&#7869; ti&#7871;n...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.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=\"18 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\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps!\",\"datePublished\":\"2020-11-25T07:18:45+00:00\",\"dateModified\":\"2020-11-25T07:19:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/\"},\"wordCount\":3529,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2020\\\/11\\\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.jpg\",\"keywords\":[\"ai\",\"DL\",\"ict trends\",\"ML\",\"MLOps\",\"ModelOps\"],\"articleSection\":[\"AI - HPC\",\"T\u1ed5ng h\u1ee3p\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/\",\"name\":\"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps! - Blog | TheGioiMayChu\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2020\\\/11\\\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.jpg\",\"datePublished\":\"2020-11-25T07:18:45+00:00\",\"dateModified\":\"2020-11-25T07:19:42+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/#primaryimage\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2020\\\/11\\\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.jpg\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2020\\\/11\\\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.jpg\",\"width\":1500,\"height\":738},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Trang ch\u1ee7\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI - HPC\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/.\\\/ai-hpc\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps!\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"name\":\"Blog | TheGioiMayChu\",\"description\":\"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7\",\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\",\"name\":\"Blog | TheGioiMayChu\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"width\":500,\"height\":73,\"caption\":\"Blog | TheGioiMayChu\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/thegioimaychu\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\",\"name\":\"Vanito Hoang\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"caption\":\"Vanito Hoang\"},\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/author\\\/vanito\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps! - Blog | TheGioiMayChu","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/","twitter_card":"summary_large_image","twitter_title":"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps! - Blog | TheGioiMayChu","twitter_description":"T&#7845;t c&#7843; nh&#7919;ng g&igrave; Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o &#273;&atilde; t&#7915;ng c&oacute;, k&#7923; v&#7885;ng s&#7869; c&oacute; ho&#7863;c ngay trong hi&#7879;n t&#7841;i &#273;&#7889;i v&#7899;i doanh nghi&#7879;p &#273;&atilde; &#273;&#432;&#7907;c g&oacute;i g&#7885;n trong m&#7897;t kh&aacute;i ni&#7879;m m&#7899;i, m&#7897;t thu&#7853;t ng&#7919; k&#7871;t h&#7907;p, &#273;&#7891;ng th&#7901;i n&ecirc;u chi ti&#7871;t ch&iacute;nh x&aacute;c vai tr&ograve; c&#7911;a n&oacute; &#7903; hi&#7879;n t&#7841;i, v&agrave; s&#7869; ti&#7871;n...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.jpg","twitter_misc":{"Written by":"Vanito Hoang","Est. reading time":"18 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/"},"author":{"name":"Vanito Hoang","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18"},"headline":"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps!","datePublished":"2020-11-25T07:18:45+00:00","dateModified":"2020-11-25T07:19:42+00:00","mainEntityOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/"},"wordCount":3529,"publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.jpg","keywords":["ai","DL","ict trends","ML","MLOps","ModelOps"],"articleSection":["AI - HPC","T\u1ed5ng h\u1ee3p"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/","url":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/","name":"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps! - Blog | TheGioiMayChu","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/#primaryimage"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.jpg","datePublished":"2020-11-25T07:18:45+00:00","dateModified":"2020-11-25T07:19:42+00:00","breadcrumb":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/#primaryimage","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.jpg","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/11\/TheGioiMayChu-Blog-AI-ModelOps-Trends-2021.jpg","width":1500,"height":738},{"@type":"BreadcrumbList","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/du-bao-cac-xu-huong-ve-ai-va-ml-nam-2021-su-xuat-hien-cua-modelops-p7553\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Trang ch\u1ee7","item":"https:\/\/thegioimaychu.vn\/blog\/"},{"@type":"ListItem","position":2,"name":"AI - HPC","item":"https:\/\/thegioimaychu.vn\/blog\/.\/ai-hpc\/"},{"@type":"ListItem","position":3,"name":"D\u1ef1 b\u00e1o c\u00e1c xu h\u01b0\u1edbng v\u1ec1 AI v\u00e0 ML n\u0103m 2021: S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a ModelOps!"}]},{"@type":"WebSite","@id":"https:\/\/thegioimaychu.vn\/blog\/#website","url":"https:\/\/thegioimaychu.vn\/blog\/","name":"Blog | TheGioiMayChu","description":"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7","publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/thegioimaychu.vn\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/thegioimaychu.vn\/blog\/#organization","name":"Blog | TheGioiMayChu","url":"https:\/\/thegioimaychu.vn\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","width":500,"height":73,"caption":"Blog | TheGioiMayChu"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/thegioimaychu\/"]},{"@type":"Person","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18","name":"Vanito Hoang","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","caption":"Vanito Hoang"},"url":"https:\/\/thegioimaychu.vn\/blog\/author\/vanito\/"}]}},"_links":{"self":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/7553","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/comments?post=7553"}],"version-history":[{"count":4,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/7553\/revisions"}],"predecessor-version":[{"id":7605,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/7553\/revisions\/7605"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media\/7604"}],"wp:attachment":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media?parent=7553"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/categories?post=7553"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/tags?post=7553"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}