{"id":11368,"date":"2022-02-21T05:14:38","date_gmt":"2022-02-21T05:14:38","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=11368"},"modified":"2024-06-28T09:32:46","modified_gmt":"2024-06-28T02:32:46","slug":"edge-ai-la-gi-va-no-hoat-dong-nhu-the-nao","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/edge-ai-la-gi-va-no-hoat-dong-nhu-the-nao-p11368\/","title":{"rendered":"Edge AI l\u00e0 g\u00ec v\u00e0 n\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><em>Nh\u1eefng b\u01b0\u1edbc ti\u1ebfn g\u1ea7n \u0111\u00e2y v\u1ec1 t\u00ednh hi\u1ec7u qu\u1ea3 c\u1ee7a AI, vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c thi\u1ebft b\u1ecb IoT v\u00e0 s\u1ee9c m\u1ea1nh c\u1ee7a \u0111i\u1ec7n to\u00e1n bi\u00ean \u0111\u00e3 k\u1ebft h\u1ee3p v\u1edbi nhau \u0111\u1ec3 khai m\u1edf s\u1ee9c m\u1ea1nh c\u1ee7a Edge AI (AI t\u1ea1i bi\u00ean).<\/em><\/p>\n<p>\u0110i\u1ec1u n\u00e0y \u0111\u00e3 m\u1edf ra nh\u1eefng c\u01a1 h\u1ed9i m\u1edbi cho Edge AI m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng th\u1ec3 t\u01b0\u1edfng t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c &#8211; t\u1eeb vi\u1ec7c gi\u00fap\u00a0<a href=\"https:\/\/developer.nvidia.com\/blog\/healthcare-at-the-edge\/\">c\u00e1c b\u00e1c s\u0129 X quang x\u00e1c \u0111\u1ecbnh c\u00e1c b\u1ec7nh l\u00fd<\/a>,\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/self-driving-cars\/\">l\u00e1i xe tr\u00ean xa l\u1ed9<\/a>, \u0111\u1ebfn\u00a0<a href=\"https:\/\/blogs.nvidia.com\/blog\/2021\/10\/15\/ai-startups-agriculture-world-food-day\/\">vi\u1ec7c gi\u00fap ch\u00fang ta th\u1ee5 ph\u1ea5n cho c\u00e2y tr\u1ed3ng<\/a>.<\/p>\n<p>\u0110\u00e3 c\u00f3 r\u1ea5t nhi\u1ec1u nh\u00e0 ph\u00e2n t\u00edch v\u00e0 doanh nghi\u1ec7p \u0111ang tr\u1ef1c ti\u1ebfp tri\u1ec3n khai ho\u1eb7c th\u1ea3o lu\u1eadn v\u1ec1\u00a0<a href=\"https:\/\/thegioimaychu.vn\/blog\/ai-deep-learning\/dien-toan-bien-edge-computing-la-gi-p7836\/\">\u0111i\u1ec7n to\u00e1n bi\u00ean<\/a>, v\u00e0 n\u00f3 \u0111\u00e3 b\u1eaft ngu\u1ed3n t\u1eeb nh\u1eefng n\u0103m 1990, khi m\u1ea1ng l\u01b0\u1edbi ph\u00e2n ph\u1ed1i n\u1ed9i dung \u0111\u01b0\u1ee3c t\u1ea1o ra \u0111\u1ec3 ph\u1ee5c v\u1ee5 n\u1ed9i dung web v\u00e0 video t\u1eeb c\u00e1c m\u00e1y ch\u1ee7 bi\u00ean \u0111\u01b0\u1ee3c tri\u1ec3n khai g\u1ea7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<p>Ng\u00e0y nay, h\u1ea7u h\u1ebft m\u1ecdi doanh nghi\u1ec7p \u0111\u1ec1u c\u00f3 c\u00e1c\u00a0c\u00f4ng vi\u1ec7c kinh doanh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb vi\u1ec7c \u00e1p d\u1ee5ng Edge AI.\u00a0Tr\u00ean th\u1ef1c t\u1ebf, c\u00e1c \u1ee9ng d\u1ee5ng bi\u00ean \u0111ang th\u00fac \u0111\u1ea9y l\u00e0n s\u00f3ng ti\u1ebfp theo c\u1ee7a AI theo nhi\u1ec1u c\u00e1ch gi\u00fap c\u1ea3i thi\u1ec7n cu\u1ed9c s\u1ed1ng c\u1ee7a ch\u00fang ta t\u1ea1i nh\u00e0, t\u1ea1i n\u01a1i l\u00e0m vi\u1ec7c, tr\u01b0\u1eddng h\u1ecdc v\u00e0 trong ng\u00e0nh v\u1eadn t\u1ea3i.<\/p>\n<p>H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u th\u00eam Edge AI l\u00e0 g\u00ec, l\u1ee3i \u00edch v\u00e0 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3, c\u0169ng nh\u01b0 nh\u1eefng v\u00ed d\u1ee5 v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng Edge AI v\u00e0 m\u1ed1i quan h\u1ec7 gi\u1eefa \u0111i\u1ec7n to\u00e1n bi\u00ean v\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a>.<\/p>\n<h2>Edge AI l\u00e0 g\u00ec?<\/h2>\n<p>Edge AI l\u00e0 vi\u1ec7c tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng AI trong c\u00e1c thi\u1ebft b\u1ecb b\u00ean ngo\u00e0i th\u1ebf gi\u1edbi th\u1ef1c.\u00a0N\u00f3 \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201cEdge AI\u201d b\u1edfi v\u00ec vi\u1ec7c x\u1eed l\u00fd AI \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u1edf g\u1ea7n ng\u01b0\u1eddi d\u00f9ng, t\u1ea1i r\u00eca m\u1ea1ng, g\u1ea7n n\u01a1i \u0111\u1eb7t d\u1eef li\u1ec7u, thay v\u00ec t\u1eadp trung trong c\u01a1 s\u1edf <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> ho\u1eb7c trung t\u00e2m d\u1eef li\u1ec7u ri\u00eang.<\/p>\n<p>V\u00ec Internet c\u00f3 ph\u1ea1m vi ti\u1ebfp c\u1eadn to\u00e0n c\u1ea7u n\u00ean ranh gi\u1edbi c\u1ee7a m\u1ea1ng c\u00f3 th\u1ec3 bao h\u00e0m b\u1ea5t k\u1ef3 v\u1ecb tr\u00ed n\u00e0o.\u00a0\u0110\u00f3 c\u00f3 th\u1ec3 l\u00e0 c\u1eeda h\u00e0ng b\u00e1n l\u1ebb, nh\u00e0 m\u00e1y, b\u1ec7nh vi\u1ec7n ho\u1eb7c c\u00e1c thi\u1ebft b\u1ecb xung quanh ch\u00fang ta, nh\u01b0 \u0111\u00e8n giao th\u00f4ng, m\u00e1y m\u00f3c t\u1ef1 h\u00e0nh v\u00e0 \u0111i\u1ec7n tho\u1ea1i.<\/p>\n<h2>Edge AI: T\u1ea1i sao l\u1ea1i l\u00e0 l\u00fac n\u00e0y?<\/h2>\n<p>C\u00e1c t\u1ed5 ch\u1ee9c t\u1eeb m\u1ecdi l\u0129nh v\u1ef1c \u0111ang t\u00ecm c\u00e1ch t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u1ec3 c\u1ea3i thi\u1ec7n quy tr\u00ecnh, t\u00ednh hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ed9 an to\u00e0n.<\/p>\n<p>\u0110\u1ec3 h\u1ed7 tr\u1ee3 cho nh\u1eefng vi\u1ec7c n\u00e0y, c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh m\u00e1y t\u00ednh c\u1ea7n nh\u1eadn ra c\u00e1c m\u1eabu h\u00ecnh v\u00e0 th\u1ef1c thi c\u00e1c t\u00e1c v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i m\u1ed9t c\u00e1ch an to\u00e0n.\u00a0Nh\u01b0ng th\u1ebf gi\u1edbi l\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac v\u00e0 ph\u1ea1m vi c\u1ee7a c\u00e1c nhi\u1ec7m v\u1ee5 m\u00e0 con ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n bao g\u1ed3m v\u00f4 s\u1ed1 nh\u1eefng tr\u01b0\u1eddng h\u1ee3p kh\u00f4ng th\u1ec3 m\u00f4 t\u1ea3 \u0111\u1ea7y \u0111\u1ee7 trong c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh v\u00e0 c\u00e1c quy t\u1eafc.<\/p>\n<p>Nh\u1eefng ti\u1ebfn b\u1ed9 trong Edge AI \u0111\u00e3 m\u1edf ra c\u00e1c c\u01a1 h\u1ed9i cho m\u00e1y m\u00f3c v\u00e0 thi\u1ebft b\u1ecb, d\u00f9 ch\u00fang \u1edf \u0111\u00e2u, ho\u1ea1t \u0111\u1ed9ng v\u1edbi &#8220;tr\u00ed th\u00f4ng minh&#8221; trong nh\u1eadn th\u1ee9c c\u1ee7a con ng\u01b0\u1eddi.\u00a0C\u00e1c \u1ee9ng d\u1ee5ng th\u00f4ng minh h\u1ed7 tr\u1ee3 AI h\u1ecdc c\u00e1ch th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 t\u01b0\u01a1ng t\u1ef1 trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p kh\u00e1c nhau, gi\u1ed1ng nh\u01b0 cu\u1ed9c s\u1ed1ng th\u1ef1c.<\/p>\n<p>Hi\u1ec7u qu\u1ea3 c\u1ee7a vi\u1ec7c tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI t\u1ea1i bi\u00ean xu\u1ea5t ph\u00e1t t\u1eeb ba b\u01b0\u1edbc ti\u1ebfn g\u1ea7n \u0111\u00e2y:<\/p>\n<ol>\n<li><strong>S\u1ef1 tr\u01b0\u1edfng th\u00e0nh c\u1ee7a m\u1ea1ng n\u01a1-ron<\/strong>: M\u1ea1ng n\u01a1-ron v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI li\u00ean quan cu\u1ed1i c\u00f9ng \u0111\u00e3 ph\u00e1t tri\u1ec3n \u0111\u1ebfn m\u1ee9c cho ph\u00e9p h\u1ecdc m\u00e1y t\u1ed5ng qu\u00e1t.\u00a0C\u00e1c t\u1ed5 ch\u1ee9c \u0111ang t\u00ecm hi\u1ec3u c\u00e1ch \u0111\u00e0o t\u1ea1o th\u00e0nh c\u00f4ng c\u00e1c m\u00f4 h\u00ecnh AI v\u00e0 tri\u1ec3n khai ch\u00fang trong s\u1ea3n xu\u1ea5t t\u1ea1i bi\u00ean.<\/li>\n<li><strong>Nh\u1eefng ti\u1ebfn b\u1ed9 trong h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n<\/strong>: C\u1ea7n c\u00f3 s\u1ee9c m\u1ea1nh \u0111i\u1ec7n to\u00e1n ph\u00e2n t\u00e1n m\u1ea1nh m\u1ebd \u0111\u1ec3 ch\u1ea1y AI t\u1ea1i bi\u00ean.\u00a0Nh\u1eefng ti\u1ebfn b\u1ed9 g\u1ea7n \u0111\u00e2y trong GPU c\u00f3 m\u1ee9c \u0111\u1ed9 song song h\u00f3a cao \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 th\u1ef1c thi m\u1ea1ng n\u01a1-ron.<\/li>\n<li><strong>\u00c1p d\u1ee5ng c\u00e1c thi\u1ebft b\u1ecb IoT<\/strong>:\u00a0Vi\u1ec7c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i Internet of Things \u0111\u00e3 th\u00fac \u0111\u1ea9y s\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a Big Data.\u00a0V\u1edbi kh\u1ea3 n\u0103ng nhanh ch\u00f3ng thu th\u1eadp d\u1eef li\u1ec7u \u1edf m\u1ecdi kh\u00eda c\u1ea1nh c\u1ee7a doanh nghi\u1ec7p &#8211; t\u1eeb c\u1ea3m bi\u1ebfn c\u00f4ng nghi\u1ec7p, camera th\u00f4ng minh, r\u00f4 b\u1ed1t v\u00e0 h\u01a1n th\u1ebf n\u1eefa &#8211; gi\u1edd \u0111\u00e2y ch\u00fang ta c\u00f3 d\u1eef li\u1ec7u v\u00e0 thi\u1ebft b\u1ecb c\u1ea7n thi\u1ebft \u0111\u1ec3 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI.\u00a0H\u01a1n n\u1eefa, 5G \u0111ang cung c\u1ea5p cho IoT m\u1ed9t s\u1ef1 th\u00fac \u0111\u1ea9y v\u1edbi k\u1ebft n\u1ed1i nhanh h\u01a1n, \u1ed5n \u0111\u1ecbnh h\u01a1n v\u00e0 an to\u00e0n h\u01a1n.<\/li>\n<\/ol>\n<h2>T\u1ea1i sao n\u00ean tri\u1ec3n khai AI \u1edf bi\u00ean?\u00a0L\u1ee3i \u00edch c\u1ee7a n\u00f3 l\u00e0 g\u00ec?<\/h2>\n<p>V\u00ec c\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u ng\u00f4n ng\u1eef, c\u1ea3nh quan, \u00e2m thanh, m\u00f9i v\u1ecb, nhi\u1ec7t \u0111\u1ed9, khu\u00f4n m\u1eb7t v\u00e0 c\u00e1c d\u1ea1ng th\u00f4ng tin phi c\u1ea5u tr\u00fac t\u01b0\u01a1ng t\u1ef1 kh\u00e1c, ch\u00fang \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch \u1edf n\u01a1i c\u00f3 s\u1ef1 hi\u1ec7n di\u1ec7n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i v\u1edbi nh\u1eefng v\u1ea5n \u0111\u1ec1 c\u1ee7a th\u1ebf gi\u1edbi th\u1ef1c.\u00a0C\u00e1c \u1ee9ng d\u1ee5ng AI n\u00e0y s\u1ebd kh\u00f4ng th\u1ef1c t\u1ebf ho\u1eb7c th\u1eadm ch\u00ed kh\u00f4ng th\u1ec3 tri\u1ec3n khai trong \u0111\u00e1m m\u00e2y t\u1eadp trung ho\u1eb7c trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p do c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn \u0111\u1ed9 tr\u1ec5, b\u0103ng th\u00f4ng v\u00e0 quy\u1ec1n ri\u00eang t\u01b0.<\/p>\n<p>C\u00e1c l\u1ee3i \u00edch c\u1ee7a Edge AI bao g\u1ed3m:<\/p>\n<ul>\n<li><strong>S\u1ef1 th\u00f4ng minh<\/strong>: C\u00e1c\u00a0\u1ee9ng d\u1ee5ng AI m\u1ea1nh m\u1ebd v\u00e0 linh ho\u1ea1t h\u01a1n c\u00e1c \u1ee9ng d\u1ee5ng th\u00f4ng th\u01b0\u1eddng v\u00ec ch\u00fang ch\u1ec9 c\u00f3 th\u1ec3 ph\u1ea3n h\u1ed3i c\u00e1c \u0111\u1ea7u v\u00e0o m\u00e0 l\u1eadp tr\u00ecnh vi\u00ean \u0111\u00e3 d\u1ef1 \u0111o\u00e1n tr\u01b0\u1edbc.\u00a0Ng\u01b0\u1ee3c l\u1ea1i, m\u1ed9t m\u1ea1ng n\u01a1-ron AI kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o c\u00e1ch \u0111\u1ec3 tr\u1ea3 l\u1eddi m\u1ed9t c\u00e2u h\u1ecfi c\u1ee5 th\u1ec3 m\u00e0 l\u00e0 c\u00e1ch tr\u1ea3 l\u1eddi m\u1ed9t lo\u1ea1i c\u00e2u h\u1ecfi ri\u00eang, ngay c\u1ea3 khi b\u1ea3n th\u00e2n c\u00e2u h\u1ecfi \u0111\u00f3 l\u00e0 m\u1edbi.\u00a0N\u1ebfu kh\u00f4ng c\u00f3 AI, c\u00e1c \u1ee9ng d\u1ee5ng kh\u00f4ng th\u1ec3 x\u1eed l\u00fd c\u00e1c \u0111\u1ea7u v\u00e0o v\u00f4 c\u00f9ng \u0111a d\u1ea1ng nh\u01b0 v\u0103n b\u1ea3n, l\u1eddi n\u00f3i ho\u1eb7c video.<\/li>\n<li><strong>Th\u00f4ng tin n\u1eafm b\u1eaft theo th\u1eddi gian th\u1ef1c<\/strong>: V\u00ec c\u00f4ng ngh\u1ec7 bi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 thay v\u00ec tr\u00ean m\u1ed9t \u0111\u00e1m m\u00e2y \u1edf xa b\u1ecb tr\u00ec ho\u00e3n b\u1edfi giao ti\u1ebfp v\u1edbi kho\u1ea3ng c\u00e1ch l\u1edbn, n\u00f3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng trong th\u1eddi gian th\u1ef1c.<\/li>\n<li><strong>Gi\u1ea3m chi ph\u00ed<\/strong>: B\u1eb1ng c\u00e1ch \u0111\u01b0a s\u1ee9c m\u1ea1nh x\u1eed l\u00fd \u0111\u1ebfn g\u1ea7n bi\u00ean h\u01a1n, c\u00e1c \u1ee9ng d\u1ee5ng c\u1ea7n \u00edt b\u0103ng th\u00f4ng internet h\u01a1n, gi\u1ea3m \u0111\u00e1ng k\u1ec3 chi ph\u00ed m\u1ea1ng.<\/li>\n<li><strong>T\u0103ng c\u01b0\u1eddng quy\u1ec1n ri\u00eang t\u01b0<\/strong>: AI c\u00f3 th\u1ec3 ph\u00e2n t\u00edch th\u00f4ng tin trong th\u1ebf gi\u1edbi th\u1ef1c m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ec3 l\u1ed9 th\u00f4ng tin \u0111\u00f3 cho con ng\u01b0\u1eddi, gi\u00fap t\u0103ng \u0111\u00e1ng k\u1ec3 quy\u1ec1n ri\u00eang t\u01b0 cho b\u1ea5t k\u1ef3 ai c\u00f3 ngo\u1ea1i h\u00ecnh, gi\u1ecdng n\u00f3i, h\u00ecnh \u1ea3nh y t\u1ebf ho\u1eb7c b\u1ea5t k\u1ef3 th\u00f4ng tin c\u00e1 nh\u00e2n n\u00e0o kh\u00e1c c\u1ea7n \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch.\u00a0Edge AI n\u00e2ng cao h\u01a1n n\u1eefa quy\u1ec1n ri\u00eang t\u01b0 b\u1eb1ng c\u00e1ch ch\u1ee9a d\u1eef li\u1ec7u \u0111\u00f3 c\u1ee5c b\u1ed9, ch\u1ec9 t\u1ea3i c\u00e1c b\u1ea3n ph\u00e2n t\u00edch v\u00e0 th\u00f4ng tin n\u1eafm b\u1eaft l\u00ean \u0111\u00e1m m\u00e2y.\u00a0Ngay c\u1ea3 khi m\u1ed9t s\u1ed1 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean cho m\u1ee5c \u0111\u00edch \u0111\u00e0o t\u1ea1o, n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u1ea9n danh \u0111\u1ec3 b\u1ea3o v\u1ec7 danh t\u00ednh ng\u01b0\u1eddi d\u00f9ng.\u00a0B\u1eb1ng c\u00e1ch b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, Edge AI \u0111\u01a1n gi\u1ea3n h\u00f3a c\u00e1c th\u00e1ch th\u1ee9c li\u00ean quan \u0111\u1ebfn vi\u1ec7c tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh v\u1ec1 d\u1eef li\u1ec7u.<\/li>\n<li><strong>T\u00ednh kh\u1ea3 d\u1ee5ng cao<\/strong>: Kh\u1ea3 n\u0103ng phi t\u1eadp trung v\u00e0 ngo\u1ea1i tuy\u1ebfn gi\u00fap Edge AI m\u1ea1nh m\u1ebd h\u01a1n v\u00ec kh\u00f4ng c\u1ea7n truy c\u1eadp internet \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u.\u00a0\u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn t\u00ednh kh\u1ea3 d\u1ee5ng v\u00e0 \u0111\u1ed9 tin c\u1eady cao h\u01a1n cho c\u00e1c \u1ee9ng d\u1ee5ng AI c\u1ea5p s\u1ea3n xu\u1ea5t v\u00e0 c\u00f3 t\u1ea7m quan tr\u1ecdng.<\/li>\n<li><strong>C\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c<\/strong>:\u00a0C\u00e1c m\u00f4 h\u00ecnh AI ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n ch\u00ednh x\u00e1c khi ch\u00fang \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n.\u00a0Khi m\u1ed9t \u1ee9ng d\u1ee5ng Edge AI \u0111\u1ed1i m\u1eb7t v\u1edbi d\u1eef li\u1ec7u m\u00e0 n\u00f3 kh\u00f4ng th\u1ec3 x\u1eed l\u00fd ch\u00ednh x\u00e1c ho\u1eb7c t\u1ef1 tin, n\u00f3 th\u01b0\u1eddng t\u1ea3i ch\u00fang l\u00ean \u0111\u1ec3 AI c\u00f3 th\u1ec3 \u0111\u00e0o t\u1ea1o l\u1ea1i v\u00e0 h\u1ecdc h\u1ecfi t\u1eeb n\u00f3.\u00a0V\u00ec v\u1eady, m\u1ed9t m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf \u1edf bi\u00ean c\u00e0ng l\u00e2u th\u00ec m\u00f4 h\u00ecnh \u0111\u00f3 c\u00e0ng ch\u00ednh x\u00e1c.<\/li>\n<\/ul>\n<h2>C\u00f4ng ngh\u1ec7 Edge AI ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/h2>\n<p><a href=\"https:\/\/blogs.nvidia.com\/wp-content\/uploads\/2022\/02\/edge-ai-workflow.png\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/02\/tgmc-blog-620f77aec9e90.png\" alt=\"\" \/><\/a><\/p>\n<p><em>V\u00f2ng \u0111\u1eddi c\u1ee7a m\u1ed9t \u1ee9ng d\u1ee5ng Edge AI<\/em><\/p>\n<p>\u0110\u1ec3 m\u00e1y m\u00f3c c\u00f3 th\u1ec3 nh\u00ecn, th\u1ef1c hi\u1ec7n ph\u00e1t hi\u1ec7n v\u1eadt th\u1ec3, l\u00e1i xe \u00f4 t\u00f4, hi\u1ec3u gi\u1ecdng n\u00f3i, n\u00f3i, \u0111i b\u1ed9 ho\u1eb7c m\u00f4 ph\u1ecfng c\u00e1c k\u1ef9 n\u0103ng c\u1ee7a con ng\u01b0\u1eddi, ch\u00fang c\u1ea7n t\u00e1i t\u1ea1o tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi v\u1ec1 m\u1eb7t ch\u1ee9c n\u0103ng.<\/p>\n<p>AI s\u1eed d\u1ee5ng m\u1ed9t c\u1ea5u tr\u00fac d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 Deep Neural Network (m\u1ea1ng th\u1ea7n kinh s\u00e2u) \u0111\u1ec3 t\u00e1i t\u1ea1o nh\u1eadn th\u1ee9c c\u1ee7a con ng\u01b0\u1eddi.\u00a0C\u00e1c DNN n\u00e0y \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 tr\u1ea3 l\u1eddi c\u00e1c lo\u1ea1i c\u00e2u h\u1ecfi c\u1ee5 th\u1ec3 b\u1eb1ng c\u00e1ch \u0111\u01b0\u1ee3c cho xem nhi\u1ec1u v\u00ed d\u1ee5 v\u1ec1 lo\u1ea1i c\u00e2u h\u1ecfi \u0111\u00f3 c\u00f9ng v\u1edbi c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi \u0111\u00fang.<\/p>\n<p>Qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o n\u00e0y, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201c<a href=\"https:\/\/blogs.nvidia.com\/blog\/2016\/07\/29\/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai\/\">Deep Learning<\/a>\u201d, th\u01b0\u1eddng ch\u1ea1y trong m\u1ed9t trung t\u00e2m d\u1eef li\u1ec7u ho\u1eb7c \u0111\u00e1m m\u00e2y do l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh ch\u00ednh x\u00e1c v\u00e0 c\u1ea7n c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u1ed9ng t\u00e1c \u0111\u1ec3 c\u1ea5u h\u00ecnh cho m\u00f4 h\u00ecnh.\u00a0Sau khi \u0111\u00e0o t\u1ea1o, m\u00f4 h\u00ecnh tr\u1edf th\u00e0nh m\u1ed9t \u201cc\u00f4ng c\u1ee5 suy lu\u1eadn\u201d c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi trong th\u1ebf gi\u1edbi th\u1ef1c.<\/p>\n<p>Trong tri\u1ec3n khai AI bi\u00ean, c\u00f4ng c\u1ee5 suy lu\u1eadn ch\u1ea1y tr\u00ean m\u1ed9t s\u1ed1 lo\u1ea1i m\u00e1y t\u00ednh ho\u1eb7c thi\u1ebft b\u1ecb \u1edf c\u00e1c v\u1ecb tr\u00ed xa nh\u01b0 nh\u00e0 m\u00e1y, b\u1ec7nh vi\u1ec7n, \u00f4 t\u00f4, v\u1ec7 tinh v\u00e0 nh\u00e0 \u1edf.\u00a0Khi AI g\u1eb7p tr\u1edf ng\u1ea1i, d\u1eef li\u1ec7u t\u1ea1o ra v\u1ea5n \u0111\u1ec1 th\u01b0\u1eddng \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean \u0111\u00e1m m\u00e2y \u0111\u1ec3 \u0111\u00e0o t\u1ea1o th\u00eam m\u00f4 h\u00ecnh AI ban \u0111\u1ea7u, t\u1ea1i m\u1ed9t s\u1ed1 \u0111i\u1ec3m ch\u00fang s\u1ebd thay th\u1ebf c\u00f4ng c\u1ee5 suy lu\u1eadn \u1edf bi\u00ean.\u00a0V\u00f2ng ph\u1ea3n h\u1ed3i n\u00e0y \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c th\u00fac \u0111\u1ea9y hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh;\u00a0m\u1ed9t khi c\u00e1c m\u00f4 h\u00ecnh AI bi\u00ean \u0111\u01b0\u1ee3c tri\u1ec3n khai, ch\u00fang s\u1ebd ng\u00e0y c\u00e0ng th\u00f4ng minh h\u01a1n.<\/p>\n<h2>V\u00ed d\u1ee5 v\u1ec1 c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng Edge AI l\u00e0 g\u00ec?<\/h2>\n<p><a href=\"https:\/\/blogs.nvidia.com\/wp-content\/uploads\/2022\/02\/edge-ai-use-case.jpg\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/02\/tgmc-blog-620f77af1f61c.jpg\" alt=\"\" \/><\/a><\/p>\n<p>AI l\u00e0 c\u00f4ng ngh\u1ec7 m\u1ea1nh m\u1ebd nh\u1ea5t trong th\u1eddi \u0111\u1ea1i c\u1ee7a ch\u00fang ta.\u00a0Ch\u00fang ta \u0111ang \u1edf th\u1eddi \u0111i\u1ec3m m\u00e0 AI \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi.<\/p>\n<p>Trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh, giao th\u00f4ng v\u1eadn t\u1ea3i, n\u0103ng l\u01b0\u1ee3ng v\u00e0 h\u01a1n th\u1ebf n\u1eefa, Edge AI \u0111ang th\u00fac \u0111\u1ea9y nh\u1eefng k\u1ebft qu\u1ea3 kinh doanh m\u1edbi trong m\u1ecdi l\u0129nh v\u1ef1c, bao g\u1ed3m:<\/p>\n<ul>\n<li><a href=\"https:\/\/developer.nvidia.com\/blog\/edge-computing-fuels-a-sustainable-future-for-energy\/#:~:text=Oil%20and%20gas%20enterprises%20and,sources%20of%20energy%20to%20consumers.\">D\u1ef1 b\u00e1o th\u00f4ng minh trong n\u0103ng l\u01b0\u1ee3ng<\/a>: \u0110\u1ed1i v\u1edbi c\u00e1c ng\u00e0nh quan tr\u1ecdng nh\u01b0 n\u0103ng l\u01b0\u1ee3ng, trong \u0111\u00f3 ngu\u1ed3n cung c\u1ea5p kh\u00f4ng li\u00ean t\u1ee5c c\u00f3 th\u1ec3 \u0111e d\u1ecda s\u1ee9c kh\u1ecfe v\u00e0 ph\u00fac l\u1ee3i c\u1ee7a d\u00e2n c\u01b0, d\u1ef1 b\u00e1o th\u00f4ng minh l\u00e0 ch\u00eca kh\u00f3a quan tr\u1ecdng.\u00a0C\u00e1c m\u00f4 h\u00ecnh Edge AI gi\u00fap k\u1ebft h\u1ee3p d\u1eef li\u1ec7u l\u1ecbch s\u1eed, ki\u1ec3u th\u1eddi ti\u1ebft, s\u1ee9c kh\u1ecfe v\u00e0 c\u00e1c th\u00f4ng tin kh\u00e1c \u0111\u1ec3 t\u1ea1o ra c\u00e1c m\u00f4 ph\u1ecfng ph\u1ee9c t\u1ea1p nh\u1eb1m cung c\u1ea5p hi\u1ec7u qu\u1ea3 h\u01a1n cho vi\u1ec7c t\u1ea1o, ph\u00e2n ph\u1ed1i v\u00e0 qu\u1ea3n l\u00fd c\u00e1c ngu\u1ed3n n\u0103ng l\u01b0\u1ee3ng cho kh\u00e1ch h\u00e0ng.<\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/blog\/manufacturing-the-future-of-ai-with-edge-computing\/\">B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n trong s\u1ea3n xu\u1ea5t:<\/a>\u00a0D\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng v\u00e0 d\u1ef1 \u0111o\u00e1n khi n\u00e0o m\u00e1y m\u00f3c b\u1ecb l\u1ed7i.\u00a0C\u00e1c c\u1ea3m bi\u1ebfn tr\u00ean thi\u1ebft b\u1ecb qu\u00e9t t\u00ecm l\u1ed7i v\u00e0 qu\u1ea3n l\u00fd c\u1ea3nh b\u00e1o n\u1ebfu m\u00e1y m\u00f3c c\u1ea7n s\u1eeda ch\u1eefa \u0111\u1ec3 c\u00e1c v\u1ea5n \u0111\u1ec1 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft s\u1edbm, tr\u00e1nh downtime t\u1ed1n k\u00e9m.<\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/blog\/healthcare-at-the-edge\/\">C\u00e1c thi\u1ebft b\u1ecb \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI trong ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe<\/a>: C\u00e1c thi\u1ebft b\u1ecb y t\u1ebf hi\u1ec7n \u0111\u1ea1i t\u1ea1i bi\u00ean \u0111ang d\u1ea7n tr\u1edf \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI v\u1edbi c\u00e1c thi\u1ebft b\u1ecb s\u1eed d\u1ee5ng truy\u1ec1n ph\u00e1t video ph\u1eabu thu\u1eadt c\u00f3 \u0111\u1ed9 tr\u1ec5 c\u1ef1c th\u1ea5p \u0111\u1ec3 cho ph\u00e9p th\u1ef1c hi\u1ec7n c\u00e1c ca ph\u1eabu thu\u1eadt ph\u1ee9c t\u1ea1p v\u00e0 chi ti\u1ebft theo nhu c\u1ea7u.<\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/blog\/top-3-pillars-of-ai-enabled-edge-computing-in-retail\/\">Tr\u1ee3 l\u00fd \u1ea3o th\u00f4ng minh trong b\u00e1n l\u1ebb<\/a>: C\u00e1c nh\u00e0 b\u00e1n l\u1ebb \u0111ang t\u00ecm c\u00e1ch c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng k\u1ef9 thu\u1eadt s\u1ed1 b\u1eb1ng c\u00e1ch gi\u1edbi thi\u1ec7u t\u00ednh n\u0103ng \u0111\u1eb7t h\u00e0ng b\u1eb1ng gi\u1ecdng n\u00f3i \u0111\u1ec3 thay th\u1ebf c\u00e1c t\u00ecm ki\u1ebfm d\u1ef1a tr\u00ean v\u0103n b\u1ea3n v\u1edbi l\u1ec7nh tho\u1ea1i.\u00a0V\u1edbi \u0111\u1eb7t h\u00e0ng b\u1eb1ng gi\u1ecdng n\u00f3i, ng\u01b0\u1eddi mua h\u00e0ng c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u00ecm ki\u1ebfm m\u1eb7t h\u00e0ng, h\u1ecfi th\u00f4ng tin s\u1ea3n ph\u1ea9m v\u00e0 \u0111\u1eb7t h\u00e0ng tr\u1ef1c tuy\u1ebfn s\u1eed d\u1ee5ng loa th\u00f4ng minh ho\u1eb7c c\u00e1c thi\u1ebft b\u1ecb di \u0111\u1ed9ng th\u00f4ng minh kh\u00e1c.<\/li>\n<\/ul>\n<h2>\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y \u0111\u00f3ng vai tr\u00f2 g\u00ec trong \u0111i\u1ec7n to\u00e1n bi\u00ean?<\/h2>\n<p>C\u00e1c \u1ee9ng d\u1ee5ng AI c\u00f3 th\u1ec3 ch\u1ea1y trong m\u1ed9t trung t\u00e2m d\u1eef li\u1ec7u nh\u01b0 trong c\u00e1c public cloud ho\u1eb7c \u1edf r\u00eca m\u1ea1ng, g\u1ea7n ng\u01b0\u1eddi d\u00f9ng.\u00a0<a href=\"https:\/\/blogs.nvidia.com\/blog\/2022\/01\/05\/difference-between-cloud-and-edge-computing\/#:~:text=The%20main%20difference%20between%20cloud,deploy%20them%20at%20the%20edge.\">\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 \u0111i\u1ec7n to\u00e1n bi\u00ean<\/a>\u00a0\u0111\u1ec1u mang l\u1ea1i nh\u1eefng l\u1ee3i \u00edch c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p khi tri\u1ec3n khai AI t\u1ea1i bi\u00ean.<\/p>\n<p>\u0110\u00e1m m\u00e2y cung c\u1ea5p c\u00e1c l\u1ee3i \u00edch li\u00ean quan \u0111\u1ebfn chi ph\u00ed c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, hi\u1ec7u su\u1ea5t s\u1eed d\u1ee5ng cao, kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i sau s\u1ef1 c\u1ed1 m\u00e1y ch\u1ee7 v\u00e0 c\u1ed9ng t\u00e1c.\u00a0\u0110i\u1ec7n to\u00e1n bi\u00ean cung c\u1ea5p th\u1eddi gian ph\u1ea3n h\u1ed3i nhanh h\u01a1n, chi ph\u00ed b\u0103ng th\u00f4ng th\u1ea5p h\u01a1n v\u00e0 kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i sau s\u1ef1 c\u1ed1 m\u1ea1ng.<\/p>\n<p>C\u00f3 m\u1ed9t s\u1ed1 c\u00e1ch m\u00e0 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 tri\u1ec3n khai Edge AI:<\/p>\n<ul>\n<li>\u0110\u00e1m m\u00e2y c\u00f3 th\u1ec3 ch\u1ea1y m\u00f4 h\u00ecnh trong su\u1ed1t th\u1eddi gian \u0111\u00e0o t\u1ea1o c\u1ee7a n\u00f3.<\/li>\n<li>\u0110\u00e1m m\u00e2y ti\u1ebfp t\u1ee5c ch\u1ea1y m\u00f4 h\u00ecnh khi n\u00f3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o l\u1ea1i v\u1edbi d\u1eef li\u1ec7u \u0111\u1ebfn t\u1eeb bi\u00ean.<\/li>\n<li>\u0110\u00e1m m\u00e2y c\u00f3 th\u1ec3 ch\u1ea1y c\u00e1c c\u00f4ng c\u1ee5 suy lu\u1eadn AI \u0111\u1ec3 b\u1ed5 sung cho c\u00e1c m\u00f4 h\u00ecnh t\u1ea1i n\u01a1i \u0111\u1eb7t khi s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n cao l\u00e0 quan tr\u1ecdng h\u01a1n th\u1eddi gian ph\u1ea3n h\u1ed3i.\u00a0V\u00ed d\u1ee5: m\u1ed9t tr\u1ee3 l\u00fd gi\u1ecdng n\u00f3i c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi t\u00ean c\u1ee7a n\u00f3, nh\u01b0ng l\u1ea1i g\u1eedi c\u00e1c y\u00eau c\u1ea7u ph\u1ee9c t\u1ea1p tr\u1edf l\u1ea1i \u0111\u00e1m m\u00e2y \u0111\u1ec3 ph\u00e2n t\u00edch c\u00fa ph\u00e1p.<\/li>\n<li>\u0110\u00e1m m\u00e2y cung c\u1ea5p c\u00e1c phi\u00ean b\u1ea3n m\u1edbi nh\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 \u1ee9ng d\u1ee5ng AI.<\/li>\n<li>Edge AI gi\u1ed1ng nhau th\u01b0\u1eddng ch\u1ea1y tr\u00ean m\u1ed9t nh\u00f3m c\u00e1c thi\u1ebft b\u1ecb t\u1ea1i ch\u1ed7 \u0111\u1eb7t c\u00f2n ph\u1ea7n m\u1ec1m th\u00ec tr\u00ean \u0111\u00e1m m\u00e2y.<\/li>\n<\/ul>\n<p>T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 <a href=\"https:\/\/developer.nvidia.com\/blog\/data-science-best-practices-for-an-intelligent-edge-solution\/\">c\u00e1c\u00a0ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t cho ki\u1ebfn \u200b\u200btr\u00fac bi\u00ean k\u1ebft h\u1ee3p<\/a>.<\/p>\n<h2>T\u01b0\u01a1ng lai c\u1ee7a Edge AI<\/h2>\n<p>Nh\u1edd v\u00e0o s\u1ef1 tr\u01b0\u1edfng th\u00e0nh th\u01b0\u01a1ng m\u1ea1i c\u1ee7a m\u1ea1ng n\u01a1-ron, s\u1ef1 gia t\u0103ng c\u1ee7a c\u00e1c thi\u1ebft b\u1ecb IoT, nh\u1eefng ti\u1ebfn b\u1ed9 trong t\u00ednh to\u00e1n song song v\u00e0 5G, hi\u1ec7n \u0111\u00e3 c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng m\u1ea1nh m\u1ebd cho vi\u1ec7c h\u1ecdc m\u00e1y t\u1ed5ng qu\u00e1t.\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p t\u1eadn d\u1ee5ng c\u01a1 h\u1ed9i to l\u1edbn \u0111\u1ec3 \u0111\u01b0a AI \u0111\u1ebfn c\u00e1c \u0111\u1ecba \u0111i\u1ec3m kinh doanh c\u1ee7a h\u1ecd v\u00e0 h\u00e0nh \u0111\u1ed9ng d\u1ef1a tr\u00ean th\u00f4ng tin chi ti\u1ebft theo th\u1eddi gian th\u1ef1c, \u0111\u1ed3ng th\u1eddi gi\u1ea3m chi ph\u00ed v\u00e0 t\u0103ng quy\u1ec1n ri\u00eang t\u01b0.<\/p>\n<p>Ch\u00fang ta m\u1edbi ch\u1ec9 \u1edf nh\u1eefng giai \u0111o\u1ea1n \u0111\u1ea7u c\u1ee7a Edge AI v\u00e0 nh\u1eefng \u1ee9ng d\u1ee5ng kh\u1ea3 thi d\u01b0\u1eddng nh\u01b0 l\u00e0 v\u00f4 t\u1eadn.<\/p>\n<p>T\u00ecm hi\u1ec3u c\u00e1ch t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n c\u00f3 th\u1ec3 tri\u1ec3n khai Edge AI, tham kh\u1ea3o <a href=\"https:\/\/resources.nvidia.com\/en-us-fleet-command\/considerations-for-deploying-ai-at-the-edge-technical-overview\">nh\u1eefng\u00a0c\u00e2n nh\u1eafc h\u00e0ng \u0111\u1ea7u \u0111\u1ec3 tri\u1ec3n khai AI t\u1ea1i bi\u00ean<\/a>.<\/p>\n<p><em>Theo<\/em> NVIDIA<\/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=23382\">QNAP QAI-h1290FX \u2013 M\u00e1y ch\u1ee7 Edge AI All-Flash cho LLM ri\u00eang, RAG v\u00e0 AI t\u1ea1o sinh<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23156\">GoodVision Real-time Traffic Video Analytics: T\u1ed1i \u01afu Ho\u00e1 Giao Th\u00f4ng Th\u00f4ng Minh V\u1edbi Lanner Edge AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23119\">NVIDIA NGC\u2011ready Low\u2011latency Edge AI: Gi\u1ea3i ph\u00e1p cho Retail, Manufacturing v\u00e0 Smart Cities<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23050\">So S\u00e1nh &#8220;Kh\u1ee7ng Long&#8221; AI: Jetson Thor vs L4\/L40S \u2013 Khi TFLOPS Kh\u00f4ng K\u1ec3 H\u1ebft C\u00e2u Chuy\u1ec7n<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22969\">T\u1eeb Orin \u0111\u1ebfn Thor: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt ki\u1ebfn tr\u00fac c\u1ee7a NVIDIA JetPack 7.0 v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a robot h\u00ecnh ng\u01b0\u1eddi<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22784\">QNAP ra m\u1eaft M\u00e1y ch\u1ee7 L\u01b0u tr\u1eef Edge AI: Cu\u1ed9c c\u00e1ch m\u1ea1ng tri\u1ec3n khai tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1i ch\u1ed7 cho doanh nghi\u1ec7p<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Nh&#7919;ng b&#432;&#7899;c ti&#7871;n g&#7847;n &#273;&acirc;y v&#7873; t&iacute;nh hi&#7879;u qu&#7843; c&#7911;a AI, vi&#7879;c &aacute;p d&#7909;ng c&aacute;c thi&#7871;t b&#7883; IoT v&agrave; s&#7913;c m&#7841;nh c&#7911;a &#273;i&#7879;n to&aacute;n bi&ecirc;n &#273;&atilde; k&#7871;t h&#7907;p v&#7899;i nhau &#273;&#7875; khai m&#7903; s&#7913;c m&#7841;nh c&#7911;a Edge AI (AI t&#7841;i bi&ecirc;n). &#272;i&#7873;u n&agrave;y &#273;&atilde; m&#7903; ra nh&#7919;ng c&#417; h&#7897;i m&#7899;i cho Edge AI m&agrave; tr&#432;&#7899;c&#8230;<\/p>\n","protected":false},"author":29,"featured_media":11374,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[684,675,1323],"class_list":["post-11368","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tong-hop","tag-edge-ai","tag-edge-computing","tag-lanner"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Edge AI l\u00e0 g\u00ec v\u00e0 n\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o? - 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\/tong-hop\/edge-ai-la-gi-va-no-hoat-dong-nhu-the-nao-p11368\/\" \/>\n<meta name=\"twitter:card\" 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by\" \/>\n\t<meta name=\"twitter:data1\" content=\"TGMC Blog\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"19 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/edge-ai-la-gi-va-no-hoat-dong-nhu-the-nao-p11368\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/edge-ai-la-gi-va-no-hoat-dong-nhu-the-nao-p11368\\\/\"},\"author\":{\"name\":\"TGMC Blog\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/777f41403962330933a4fbcc80bec570\"},\"headline\":\"Edge AI l\u00e0 g\u00ec v\u00e0 n\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf 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