{"id":12011,"date":"2022-08-29T07:59:14","date_gmt":"2022-08-29T00:59:14","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=12011"},"modified":"2022-08-29T07:59:14","modified_gmt":"2022-08-29T00:59:14","slug":"tim-hieu-ve-phan-cung-nhung-xu-ly-ai-tai-bien-gpu-vpu-fpga-va-asic","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/tim-hieu-ve-phan-cung-nhung-xu-ly-ai-tai-bien-gpu-vpu-fpga-va-asic-p12011\/","title":{"rendered":"T\u00ecm hi\u1ec3u v\u1ec1 ph\u1ea7n c\u1ee9ng nh\u00fang x\u1eed l\u00fd AI t\u1ea1i bi\u00ean: GPU, VPU, FPGA v\u00e0 ASIC"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>C\u00e1c h\u1ec7 th\u1ed1ng IT doanh nghi\u1ec7p \u0111ang ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng v\u00e0 b\u00f9ng n\u1ed5 tr\u00ean di\u1ec7n r\u1ed9ng, v\u00e0 m\u1ed9t xu h\u01b0\u1edbng r\u00f5 n\u00e9t \u0111\u00f3 l\u00e0 s\u1ef1 chuy\u1ec3n d\u1ecbch s\u1ee9c m\u1ea1nh x\u1eed l\u00fd ra r\u00eca m\u1ea1ng.\u00a0Gartner d\u1ef1 \u0111o\u00e1n v\u00e0o n\u0103m 2025, \u0111i\u1ec7n to\u00e1n bi\u00ean s\u1ebd x\u1eed l\u00fd 75% d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi t\u1ea5t c\u1ea3 c\u00e1c h\u1ec7 th\u1ed1ng \u1ee9ng d\u1ee5ng, bao g\u1ed3m c\u1ea3 d\u1eef li\u1ec7u trong nh\u00e0 m\u00e1y, y t\u1ebf v\u00e0 giao th\u00f4ng v\u1eadn t\u1ea3i.\u00a0B\u1ea1n c\u00f3 th\u1ec3 th\u1ea5y s\u1ef1 t\u01b0\u01a1ng quan gi\u1eefa vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c h\u1ec7 th\u1ed1ng \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao v\u1edbi s\u1ef1 gia t\u0103ng c\u1ee7a <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI), v\u1ed1n \u0111ang l\u00e0m cho c\u00e1c nh\u00e0 m\u00e1y tr\u1edf n\u00ean th\u00f4ng minh h\u01a1n, c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3 ch\u1ea9n \u0111o\u00e1n b\u1ec7nh nh\u00e2n t\u1ed1t h\u01a1n, t\u0103ng \u0111\u1ed9 an to\u00e0n cho ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 h\u00e0nh &#8211; c\u00f9ng v\u1edbi \u0111\u00f3, c\u0169ng l\u00e0m gia t\u0103ng kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u theo c\u1ea5p s\u1ed1 nh\u00e2n.\u00a0D\u1eef li\u1ec7u t\u1eeb thi\u1ebft b\u1ecb s\u1ea3n xu\u1ea5t, c\u1ea3m bi\u1ebfn, h\u1ec7 th\u1ed1ng <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> v\u00e0 h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd kho h\u00e0ng trong m\u1ed9t nh\u00e0 m\u00e1y th\u00f4ng minh c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng \u0111\u1ea1t \u0111\u1ebfn m\u1ee9c 1 petabyte m\u1ed7i ng\u00e0y.<\/p>\n<p>Khi c\u00e1c doanh nghi\u1ec7p tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng nh\u00fang l\u1ea7n \u0111\u1ea7u, c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac s\u01b0 h\u1ec7 th\u1ed1ng c\u1ee7a h\u1ecd kh\u00f4ng th\u1ec3 h\u00ecnh dung \u0111\u01b0\u1ee3c kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u m\u00e0 AI, IoT (Internet of Things) v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn kh\u00e1c s\u1ebd t\u1ea1o ra.\u00a0Hi\u1ec7n gi\u1edd, b\u1ed1i c\u1ea3nh \u0111\u00e3 thay \u0111\u1ed5i, c\u00e1c h\u1ec7 th\u1ed1ng nh\u00fang c\u1ee7a m\u01b0\u1eddi n\u0103m tr\u01b0\u1edbc ph\u1ea3i th\u00edch \u1ee9ng \u0111\u1ec3 h\u1ed7 tr\u1ee3 xu h\u01b0\u1edbng \u0111i\u1ec7n to\u00e1n t\u1ea1i bi\u00ean hi\u1ec7n nay.<\/p>\n<p>Nhi\u1ec1u t\u1ea3i c\u00f4ng vi\u1ec7c AI ng\u00e0y nay \u0111\u01b0\u1ee3c x\u1eed l\u00fd tr\u00ean \u0111\u00e1m m\u00e2y.\u00a0Tuy nhi\u00ean, v\u00ec ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u d\u1eef li\u1ec7u sinh ra \u0111\u1eb7t ra nhu c\u1ea7u b\u0103ng th\u00f4ng ng\u00e0y c\u00e0ng t\u0103ng \u0111\u1ed1i v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y, vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u \u1edf r\u00eca c\u00f3 \u00fd ngh\u0129a v\u1ec1 m\u1eb7t \u0111\u1ed9 tr\u1ec5, \u0111\u1ed9 tin c\u1eady, t\u00ednh di \u0111\u1ed9ng, b\u1ea3o m\u1eadt, hi\u1ec7u qu\u1ea3 n\u0103ng l\u01b0\u1ee3ng v\u00e0 chi ph\u00ed truy\u1ec1n 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<p>\u0110\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u m\u1edbi\u00a0n\u00e0y, ph\u1ea7n c\u1ee9ng ph\u1ea3i ph\u00e1t tri\u1ec3n v\u00e0 chuy\u1ec3n t\u1eeb h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean \u0111i\u1ec1u khi\u1ec3n v\u00e0 theo quy t\u1eafc sang m\u00f4i tr\u01b0\u1eddng l\u1ea5y d\u1eef li\u1ec7u l\u00e0m trung t\u00e2m \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng AI ti\u00ean ti\u1ebfn.<\/p>\n<h2>Gi\u1edbi thi\u1ec7u v\u1ec1 c\u00e1c lo\u1ea1i b\u1ed9 x\u1eed l\u00fd cho h\u1ec7 th\u1ed1ng AI t\u1ea1i bi\u00ean<\/h2>\n<p>Y\u00eau c\u1ea7u ph\u1ea7n c\u1ee9ng \u0111\u1ec3 x\u1eed l\u00fd t\u1ea3i c\u00f4ng vi\u1ec7c AI kh\u00e1c nhau t\u00f9y thu\u1ed9c v\u00e0o \u1ee9ng d\u1ee5ng c\u1ee5 th\u1ec3.\u00a0AI c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng nhi\u1ec1u lo\u1ea1i \u0111\u1ea7u v\u00e0o, bao g\u1ed3m video, h\u00ecnh \u1ea3nh, \u00e2m thanh, c\u1ea3m bi\u1ebfn v\u00e0 d\u1eef li\u1ec7u PLC.\u00a0Th\u00e1ch th\u1ee9c m\u00e0 c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac s\u01b0 h\u1ec7 th\u1ed1ng g\u1eb7p ph\u1ea3i l\u00e0 l\u1ef1a ch\u1ecdn c\u00e1c core x\u1eed l\u00fd t\u1ed1t nh\u1ea5t cho c\u00e1c \u1ee9ng d\u1ee5ng AI c\u1ee7a h\u1ecd.<\/p>\n<p>B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 c\u00e1c lo\u1ea1i core x\u1eed l\u00fd kh\u00e1c nhau c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c h\u1ec7 th\u1ed1ng bi\u00ean, c\u0169ng nh\u01b0 \u0111i\u1ec3m m\u1ea1nh c\u1ee7a ch\u00fang.<\/p>\n<h3>CPU<\/h3>\n<p>Central processing unit (CPU) l\u00e0 m\u1ed9t \u0111\u01a1n v\u1ecb x\u1eed l\u00fd \u0111a n\u0103ng th\u01b0\u1eddng c\u00f3 4-16 l\u00f5i.\u00a0CPU ch\u1ea1y c\u00e1c t\u00e1c v\u1ee5 ph\u1ee9c t\u1ea1p v\u00e0 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho vi\u1ec7c qu\u1ea3n l\u00fd h\u1ec7 th\u1ed1ng.<\/p>\n<p>Ch\u00fang ho\u1ea1t \u0111\u1ed9ng t\u1ed1t v\u1edbi c\u00e1c \u0111\u1ea7u v\u00e0o d\u1eef li\u1ec7u h\u1ed7n h\u1ee3p, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c h\u1ec7 th\u1ed1ng s\u1eed d\u1ee5ng c\u1ea3 \u00e2m thanh v\u00e0 v\u0103n b\u1ea3n c\u0169ng nh\u01b0 c\u00e1c quy tr\u00ecnh tr\u00edch xu\u1ea5t, chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u1ea3i (Extract &#8211; Transform &#8211; Load).<\/p>\n<h3>GPU<\/h3>\n<p>Graphics processing units (GPU) l\u00e0 c\u00e1c l\u00f5i c\u00f3 \u0111\u1ed9 song song cao (100 ho\u1eb7c 1.000) \u0111\u1ec3 k\u1ebft xu\u1ea5t \u0111\u1ed3 h\u1ecda t\u1ed1c \u0111\u1ed9 cao.\u00a0Ch\u00fang mang l\u1ea1i hi\u1ec7u su\u1ea5t x\u1eed l\u00fd cao v\u00e0 th\u01b0\u1eddng c\u00f3 k\u00edch th\u01b0\u1edbc l\u1edbn h\u01a1n v\u00e0 ti\u00eau th\u1ee5 \u0111i\u1ec7n n\u0103ng cao h\u01a1n so v\u1edbi CPU.<\/p>\n<p>Do s\u1ed1 l\u01b0\u1ee3ng l\u00f5i nh\u1ecf cao, GPU r\u1ea5t ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c t\u1ea3i x\u1eed l\u00fd c\u1ee7a AI, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho c\u1ea3 \u0111\u00e0o t\u1ea1o m\u1ea1ng th\u1ea7n kinh l\u1eabn suy lu\u1eadn AI.<\/p>\n<h3>FPGA<\/h3>\n<p>Field-programmable gate array\u00a0(FPGA), l\u00e0 c\u00e1c c\u1ed5ng logic c\u00f3 th\u1ec3 \u0111\u1ecbnh c\u1ea5u h\u00ecnh, ti\u00eau th\u1ee5 \u00edt n\u0103ng l\u01b0\u1ee3ng h\u01a1n CPU v\u00e0 GPU.\u00a0Ch\u00fang cho ph\u00e9p l\u1eadp tr\u00ecnh l\u1ea1i t\u1ea1i thi\u1ebft b\u1ecb (in-field) cho c\u00e1c k\u1ef9 s\u01b0 c\u00f3 chuy\u00ean m\u00f4n v\u1ec1 l\u1eadp tr\u00ecnh.<\/p>\n<p>Ch\u00fang c\u00f3 th\u1ec3 l\u00e0 s\u1ef1 l\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t khi y\u00eau c\u1ea7u m\u1ee9c \u0111\u1ed9 linh ho\u1ea1t cao.<\/p>\n<h3>ASIC<\/h3>\n<p>Application-specific integrated circuits (ASIC) l\u00e0 th\u00e0nh ph\u1ea7n x\u1eed l\u00fd logic t\u00f9y bi\u1ebfn \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng th\u01b0 vi\u1ec7n m\u1ea1ch c\u1ee7a nh\u00e0 s\u1ea3n xu\u1ea5t v\u00e0 cung c\u1ea5p c\u00e1c l\u1ee3i th\u1ebf v\u1ec1 ti\u00eau th\u1ee5 \u0111i\u1ec7n n\u0103ng th\u1ea5p, t\u1ed1c \u0111\u1ed9 v\u00e0 \u00edt footprint.\u00a0Tuy nhi\u00ean, ch\u00fang t\u1ed1n th\u1eddi gian \u0111\u1ec3 thi\u1ebft k\u1ebf v\u00e0 \u0111\u1eaft h\u01a1n c\u00e1c t\u00f9y ch\u1ecdn kh\u00e1c, v\u00ec v\u1eady ASIC \u0111\u01b0\u1ee3c khuy\u1ebfn ngh\u1ecb cho c\u00e1c s\u1ea3n ph\u1ea9m s\u1ebd ch\u1ea1y v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng r\u1ea5t l\u1edbn.<\/p>\n<p>C\u00e1c lo\u1ea1i ASIC bao g\u1ed3m c\u00e1c lo\u1ea1i:<\/p>\n<ul>\n<li>Vision processing unit (VPU), b\u1ed9 x\u1eed l\u00fd h\u00ecnh \u1ea3nh v\u00e0 th\u1ecb gi\u00e1c, v\u00e0 c\u00e1c b\u1ed9 \u0111\u1ed3ng x\u1eed l\u00fd<\/li>\n<li>Tensor processing unit (TPU), ch\u1eb3ng h\u1ea1n nh\u01b0 TPU \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c Google ph\u00e1t tri\u1ec3n cho framework h\u1ecdc m\u00e1y c\u1ee7a h\u1ecd, TensorFlow<\/li>\n<li>Neural compute unit (NCU), g\u1ed3m c\u00f3 nh\u1eefng thi\u1ebft k\u1ebf \u0111\u1ebfn t\u1eeb ARM<\/li>\n<\/ul>\n<p>M\u1ed7i lo\u1ea1i core ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c ki\u1ec3u x\u1eed l\u00fd kh\u00e1c nhau &#8211; v\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng ch\u00fang c\u00f9ng nhau trong c\u00e1c \u1ee9ng d\u1ee5ng x\u1eed l\u00fd kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t (heterogeneous) s\u1ebd cung c\u1ea5p t\u1ea5t c\u1ea3 c\u00e1c ch\u1ee9c n\u0103ng m\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng ph\u1ee9c t\u1ea1p y\u00eau c\u1ea7u.\u00a0\u0110\u01b0\u1ee3c s\u1eed d\u1ee5ng c\u00f9ng nhau, ch\u00fang c\u0169ng c\u00f3 th\u1ec3 c\u00e2n b\u1eb1ng t\u1ea3i x\u1eed l\u00fd, t\u0103ng c\u00e1c m\u1ee9c hi\u1ec7u su\u1ea5t suy lu\u1eadn AI kh\u00e1c nhau v\u00e0 thi\u1ebft l\u1eadp c\u1ea5u h\u00ecnh hi\u1ec7u qu\u1ea3 v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed nh\u1ea5t.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/04\/tgmc-blog-626678f673c98.png\" alt=\"\" \/><em>H\u00ecnh 1. C\u00e1c t\u00f9y ch\u1ecdn ki\u1ebfn \u200b\u200btr\u00fac \u0111i\u1ec7n to\u00e1n bi\u00ean kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t cho c\u00e1c \u1ee9ng d\u1ee5ng AI<\/em><\/p>\n<h2>C\u00e1c b\u01b0\u1edbc \u0111\u1ec3 ch\u1ecdn ph\u1ea7n c\u1ee9ng nh\u00fang cho Edge AI<\/h2>\n<p>Vi\u1ec7c l\u1ef1a ch\u1ecdn m\u1ed9t h\u1ec7 th\u1ed1ng ph\u1ea7n c\u1ee9ng bi\u00ean \u0111\u01b0\u1ee3c nh\u00fang \u0111\u1ec3 x\u1eed l\u00fd AI \u1edf bi\u00ean th\u01b0\u1eddng y\u00eau c\u1ea7u \u0111\u00e1nh gi\u00e1 ba y\u1ebfu t\u1ed1 ch\u00ednh:<\/p>\n<h4>Hi\u1ec7u n\u0103ng<\/h4>\n<p>H\u1ec7 th\u1ed1ng ph\u1ea7n c\u1ee9ng c\u1ed1t l\u00f5i ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng cung c\u1ea5p t\u1ed1c \u0111\u1ed9 m\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng AI ph\u1ee9c t\u1ea1p v\u00e0 \u0111\u00f2i h\u1ecfi nhi\u1ec1u d\u1eef li\u1ec7u trong khi v\u1eabn ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh v\u00e0 \u0111\u00e1ng tin c\u1eady, ngay c\u1ea3 \u1edf trong m\u00f4i tr\u01b0\u1eddng kh\u1eafc nghi\u1ec7t.<\/p>\n<h4>SWaP<\/h4>\n<p>SWaP l\u00e0 t\u1eeb vi\u1ebft t\u1eaft c\u1ee7a Size, Weight v\u00e0 Power.\u00a0Ngo\u00e0i vi\u1ec7c cung c\u1ea5p ch\u1ee9c n\u0103ng m\u00e0 \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u, ph\u1ea7n c\u1ee9ng bi\u00ean c\u0169ng ph\u1ea3i \u0111\u00e1p \u1ee9ng c\u00e1c th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt v\u1ec1 k\u00edch th\u01b0\u1edbc v\u00e0 tr\u1ecdng l\u01b0\u1ee3ng \u0111\u1ec3 tu\u00e2n th\u1ee7 c\u00e1c r\u00e0ng bu\u1ed9c v\u1eadt l\u00fd c\u1ee7a \u1ee9ng d\u1ee5ng v\u00e0 c\u00f3 \u00fd ngh\u0129a nh\u1ea5t t\u1eeb \u200b\u200bquan \u0111i\u1ec3m ti\u00eau th\u1ee5 \u0111i\u1ec7n n\u0103ng.<\/p>\n<h4>Chi ph\u00ed<\/h4>\n<p>Chi ph\u00ed c\u1ee7a ph\u1ea7n c\u1ee9ng bi\u00ean c\u00f3 th\u1ec3 kh\u00e1c nhau &#8211; gi\u1eefa c\u00e1c lo\u1ea1i core, v\u00e0 gi\u1eefa c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t v\u1edbi nhau.\u00a0C\u1ea7n ph\u1ea3i x\u00e1c \u0111\u1ecbnh c\u00e1i n\u00e0o cung c\u1ea5p ch\u1ee9c n\u0103ng v\u00e0 th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt m\u00e0 d\u1ef1 \u00e1n c\u1ee7a b\u1ea1n c\u1ea7n \u1edf m\u1ee9c chi ph\u00ed t\u1ed1t nh\u1ea5t.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/04\/tgmc-blog-626678f6f3322.jpeg\" alt=\"\" \/><em>H\u00ecnh 2. So s\u00e1nh c\u00e1c lo\u1ea1i core cho ph\u1ea7n c\u1ee9ng AI t\u1ea1i bi\u00ean<\/em><\/p>\n<h2>Ph\u1ea7n c\u1ee9ng Edge t\u1ea1i n\u01a1i v\u1eadn h\u00e0nh<\/h2>\n<p>C\u00e1c v\u00ed d\u1ee5 sau \u0111\u00e2y ch\u1ec9 l\u00e0 m\u1ed9t v\u00e0i trong s\u1ed1 r\u1ea5t nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p \u1ee9ng d\u1ee5ng trong \u0111\u00f3 ph\u1ea7n c\u1ee9ng bi\u00ean cho ph\u00e9p AI mang l\u1ea1i gi\u00e1 tr\u1ecb h\u1eefu \u00edch cho doanh nghi\u1ec7p ng\u00e0y nay.<\/p>\n<h3>N\u1ec1n t\u1ea3ng t\u0103ng t\u1ed1c h\u1ecdc s\u00e2u<\/h3>\n<p><a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep learning<\/a> acceleration platform (DLAP) cho ph\u00e9p th\u1ef1c hi\u1ec7 c\u00e1c ch\u1ee9c n\u0103ng, bao g\u1ed3m thu th\u1eadp d\u1eef li\u1ec7u, x\u1eed l\u00fd tr\u01b0\u1edbc h\u00ecnh \u1ea3nh, ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh v\u00e0 t\u0103ng t\u1ed1c AI.\u00a0Ch\u00fang c\u0169ng cung c\u1ea5p cho m\u00e1y m\u00f3c kh\u1ea3 n\u0103ng c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a ch\u00ednh ch\u00fang v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh.\u00a0B\u1eb1ng c\u00e1ch thay th\u1ebf c\u00e1c thi\u1ebft b\u1ecb bi\u00ean c\u0169 g\u1eedi d\u1eef li\u1ec7u l\u00ean \u0111\u00e1m m\u00e2y \u0111\u1ec3 x\u1eed l\u00fd b\u1eb1ng DLAP, c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u00f3 th\u1ec3 cho th\u1ea5y c\u00f3 ph\u1ea3n h\u1ed3i nhanh h\u01a1n c\u0169ng nh\u01b0 kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t v\u00e0 b\u1ea3o m\u1eadt cao h\u01a1n.<\/p>\n<p>C\u00e1c DLAP c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng thi\u1ebft k\u1ebf kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t, ch\u1eb3ng h\u1ea1n nh\u01b0 s\u1eed d\u1ee5ng CPU \u0111\u1ec3 qu\u1ea3n l\u00fd vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u v\u00e0 x\u1eed l\u00fd tr\u01b0\u1edbc h\u00ecnh \u1ea3nh v\u00e0 GPU \u0111\u1ec3 t\u0103ng t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd t\u00e1c v\u1ee5 song song trong khi v\u1eabn gi\u1eef cho h\u1ec7 th\u1ed1ng bi\u00ean nh\u1ecf v\u00e0 ti\u1ebft ki\u1ec7m \u0111i\u1ec7n.<\/p>\n<p>V\u00ed d\u1ee5: DLAP Series c\u1ee7a ADLINK, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng trong m\u00f4i tr\u01b0\u1eddng c\u00f4ng nghi\u1ec7p ho\u1eb7c m\u00f4i tr\u01b0\u1eddng nh\u00fang kh\u1eafc nghi\u1ec7t, ho\u1ea1t \u0111\u1ed9ng \u1edf nhi\u1ec7t \u0111\u1ed9 kh\u1eafc nghi\u1ec7t, \u0111\u1ed9 \u1ea9m cao v\u00e0 trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng th\u01b0\u1eddng x\u1ea3y ra ch\u1ea5n \u0111\u1ed9ng v\u00e0 rung l\u1eafc;\u00a0ch\u00fang t\u00f4i g\u1ecdi \u0111\u00e2y l\u00e0 SWaP \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho AI ti\u00ean ti\u1ebfn.\u00a0C\u00e1c thi\u1ebft b\u1ecb nh\u1ecf g\u1ecdn t\u1eeb ADLINK ch\u1ee9a GPU nh\u00fang NVIDIA\u00ae Quadro\u00ae ho\u1eb7c si\u00eau m\u00e1y t\u00ednh mini NVIDIA\u00ae Jetson\u2122 tr\u00ean m\u1ed9t m\u00f4-\u0111un v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c \u1ee9ng d\u1ee5ng suy lu\u1eadn d\u1ef1a tr\u00ean AI, <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> v\u00e0 \u0111i\u1ec1u khi\u1ec3n m\u00e1y t\u1ef1 \u0111\u1ed9ng.<\/p>\n<h4>M\u1ed9t v\u00e0i v\u00ed d\u1ee5<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/04\/tgmc-blog-626678f8dff4f.png\" alt=\"\" \/><\/p>\n<p>T\u1ef1 thanh to\u00e1n (Self-checkout) v\u1edbi AI: V\u1edbi nh\u1eefng b\u1eefa tr\u01b0a nh\u00e0n nh\u00e3 \u0111\u00e3 tr\u1edf th\u00e0nh d\u0129 v\u00e3ng, m\u1ecdi ng\u01b0\u1eddi \u0111ang t\u00ecm ki\u1ebfm nh\u1eefng c\u00e1ch nhanh ch\u00f3ng \u0111\u1ec3 mua m\u1ed9t ph\u1ea7n \u0103n tr\u01b0a.\u00a0Vi\u1ec7c \u00e1p d\u1ee5ng d\u1ecbch v\u1ee5 t\u1ef1 ph\u1ee5c v\u1ee5 \u0111ang ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn gi\u1eefa ng\u01b0\u1eddi ti\u00eau d\u00f9ng v\u00e0 AI c\u00f3 th\u1ec3 hi\u1ec7n \u0111\u1ea1i h\u00f3a tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng.\u00a0Khi thanh to\u00e1n cho nh\u00e0 h\u00e0ng ho\u1eb7c c\u1eeda h\u00e0ng, Computer Vision c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eb7t h\u00e0ng trong m\u1ed9t l\u1ea7n qu\u00e9t v\u00e0 hi\u1ec3n th\u1ecb t\u1ed5ng s\u1ed1 ti\u1ec1n \u0111\u1ebfn h\u1ea1n.\u00a0Kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 ho\u00e0n th\u00e0nh vi\u1ec7c mua h\u00e0ng c\u1ee7a m\u00ecnh m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 ti\u1ec7n l\u1ee3i.<\/p>\n<p>Mobile X-Ray C-Arm: Thi\u1ebft b\u1ecb y t\u1ebf ph\u1ea3i \u0111\u1ea3m b\u1ea3o tin c\u1eady, b\u1ec1n v\u00e0 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u1ea1t hi\u1ec7u su\u1ea5t cao.\u00a0Thi\u1ebft b\u1ecb di \u0111\u1ed9ng c\u0169ng ph\u1ea3i \u0111\u00f3ng g\u00f3i t\u1ea5t c\u1ea3 kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n c\u1ea7n thi\u1ebft v\u00e0o m\u1ed9t thi\u1ebft k\u1ebf nh\u1ecf g\u1ecdn v\u1edbi m\u1ee9c ti\u00eau th\u1ee5 \u0111i\u1ec7n n\u0103ng th\u1ea5p.\u00a0S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa CPU v\u00e0 m\u00f4-\u0111un GPU MXM nh\u00fang, h\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 GPU c\u00f4ng nghi\u1ec7p nh\u1ecf nh\u1ea5t th\u1ebf gi\u1edbi, \u0111\u00e1p \u1ee9ng c\u00e1c th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt \u0111\u00f3.<\/p>\n<h3>AI tr\u00ean module<\/h3>\n<p>GPU d\u00e0nh cho m\u00f4-\u0111un PCI Express di \u0111\u1ed9ng (MXM) cho ph\u00e9p b\u1ea1n ch\u1ea1y AI trong c\u00e1c c\u1ea1c \u0111\u1ed3 h\u1ecda c\u00f3 k\u00edch th\u01b0\u1edbc b\u1eb1ng l\u00f2ng b\u00e0n tay.\u00a0H\u1ecd cung c\u1ea5p c\u00e1c l\u1ee3i th\u1ebf SWaP ch\u00ednh, bao g\u1ed3m k\u00edch th\u01b0\u1edbc ch\u1ec9 b\u1eb1ng m\u1ed9t ph\u1ea7n nh\u1ecf c\u1ee7a th\u1ebb PEG c\u00f3 chi\u1ec1u d\u00e0i \u0111\u1ea7y \u0111\u1ee7.\u00a0Ch\u00fang cung c\u1ea5p hi\u1ec7u su\u1ea5t cao tr\u00ean m\u1ed7i watt v\u00e0 ch\u00fang \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho c\u00e1c \u0111i\u1ec1u ki\u1ec7n kh\u1eafc nghi\u1ec7t, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ea1n ch\u1ebf ho\u1eb7c kh\u00f4ng c\u00f3 th\u00f4ng gi\u00f3, kh\u00f4ng gian nh\u1ecf, nhi\u1ec7t \u0111\u1ed9 cao ho\u1eb7c th\u1ea5p v\u00e0 m\u00f4i tr\u01b0\u1eddng c\u00f3 b\u1ee5i ho\u1eb7c th\u1eadm ch\u00ed \u0103n m\u00f2n.<\/p>\n<h4>C\u00e1c v\u00ed d\u1ee5<\/h4>\n<p>Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t AI: Vi\u1ec7c ki\u1ec3m so\u00e1t ra v\u00e0o l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 ng\u0103n ch\u1eb7n s\u1ef1 x\u00e2m nh\u1eadp tr\u00e1i ph\u00e9p v\u00e0o c\u00e1c nh\u00e0 m\u00e1y s\u1ea3n xu\u1ea5t, c\u01a1 s\u1edf nghi\u00ean c\u1ee9u, trung t\u00e2m d\u1eef li\u1ec7u v\u00e0 c\u00e1c khu v\u1ef1c \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t cao kh\u00e1c.\u00a0C\u1ed5ng nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t AI gi\u00fap lo\u1ea1i b\u1ecf nhu c\u1ea7u v\u1ec1 th\u1ebb ID (c\u00f3 th\u1ec3 b\u1ecb l\u00e0m gi\u1ea3) v\u00e0 thay th\u1ebf c\u00e1c h\u1ec7 th\u1ed1ng k\u1ebf th\u1eeba \u0111\u00f3 b\u1eb1ng c\u00f4ng ngh\u1ec7 x\u00e1c \u0111\u1ecbnh ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c \u1ee7y quy\u1ec1n, ngay c\u1ea3 khi h\u1ecd \u0111eo k\u00ednh ho\u1eb7c \u0111\u1ed9i m\u0169 l\u01b0\u1ee1i trai, trong v\u00f2ng d\u01b0\u1edbi m\u1ed9t gi\u00e2y.\u00a0N\u00f3 th\u1eadm ch\u00ed c\u00f3 th\u1ec3 ph\u00e2n bi\u1ec7t gi\u1eefa khu\u00f4n m\u1eb7t ng\u01b0\u1eddi th\u1eadt v\u00e0 m\u1ed9t b\u1ee9c \u1ea3nh.<\/p>\n<p>An ninh s\u00e2n bay: H\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t to\u00e0n c\u1ea3nh s\u00e2n bay cung c\u1ea5p t\u1ea7m nh\u00ecn 360 \u0111\u1ed9 v\u1ec1 \u0111\u01b0\u1eddng b\u0103ng, giao th\u00f4ng tr\u00ean kh\u00f4ng v\u00e0 m\u1eb7t \u0111\u1ea5t, \u0111\u1ed3ng th\u1eddi nh\u1eadn th\u1ee9c t\u00ecnh hu\u1ed1ng \u1edf m\u1ee9c \u0111\u1ed9 cao h\u01a1n so v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t c\u0169.\u00a0C\u00e1c c\u00f4ng ngh\u1ec7 AI n\u00e0y \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi m\u1ed9t thi\u1ebft b\u1ecb bi\u00ean kh\u00f4ng qu\u1ea1t (fanless) ch\u1eafc ch\u1eafn, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 s\u1eed d\u1ee5ng ngo\u00e0i tr\u1eddi, t\u00edch h\u1ee3p v\u1edbi GPU hi\u1ec7u su\u1ea5t cao h\u1ed7 tr\u1ee3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t c\u1ea3 ng\u00e0y v\u00e0 \u0111\u00eam.<\/p>\n<h3>Edge Robotics<\/h3>\n<p>S\u1ef1 \u0111\u1ed5i m\u1edbi ph\u1ea7n c\u1ee9ng c\u0169ng \u0111ang l\u00e0m cho vi\u1ec7c ch\u1ebf t\u1ea1o\u00a0robot tr\u1edf n\u00ean kh\u1ea3 thi.\u00a0B\u1ea1n c\u00f3 nghe n\u00f3i \u0111\u1ebfn Eclipse Cyclone DDS \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ecdn l\u00e0m middleware ROS 2 m\u1eb7c \u0111\u1ecbnh?\u00a0\u0110i\u1ec1u n\u00e0y th\u1eadt th\u00fa v\u1ecb v\u00ec \u0111\u00f3 l\u00e0 c\u00f9ng m\u1ed9t c\u00f4ng ngh\u1ec7 D\u1ecbch v\u1ee5 ph\u00e2n ph\u1ed1i d\u1eef li\u1ec7u (DDS) trong b\u1ed9 \u0111i\u1ec1u khi\u1ec3n r\u00f4 b\u1ed1t nh\u00fang ROScube, gi\u00fap robot giao ti\u1ebfp v\u1edbi b\u1ea3n th\u00e2n v\u00e0 th\u1ebf gi\u1edbi xung quanh.<\/p>\n<h4>V\u00ed d\u1ee5:<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/04\/tgmc-blog-626678f988f96.jpg\" alt=\"\" \/><\/p>\n<p>Autonomous Mobile Robot trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t: AMR \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI ti\u00ean ti\u1ebfn c\u00f3 th\u1ec3 c\u1ea3m nh\u1eadn m\u00f4i tr\u01b0\u1eddng c\u1ee7a ch\u00fang v\u00e0 hi\u1ec3u b\u1ed1i c\u1ea3nh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, c\u00f4ng ngh\u1ec7 5G v\u00e0 DDS.\u00a0Fair Friend Group, m\u1ed9t trong nh\u1eefng nh\u00e0 s\u1ea3n xu\u1ea5t l\u1edbn nh\u1ea5t \u1edf \u0110\u00e0i Loan \u0111ang s\u1eed d\u1ee5ng 5G qua c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng DDS \u0111\u1ec3 cho ph\u00e9p b\u1ea3o tr\u00ec t\u1eeb xa v\u1edbi th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng (AR), th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u1ec3 ki\u1ec3m tra t\u1ef1 \u0111\u1ed9ng v\u00e0 c\u00e1c AMR swarms \u0111\u1ec3 x\u1eed l\u00fd v\u1eadt li\u1ec7u trong nh\u00e0 m\u00e1y c\u1ee7a h\u1ecd ng\u00e0y nay.<\/p>\n<h3>AI Machine Vision<\/h3>\n<p>H\u1ec7 th\u1ed1ng Machine Vision d\u1ef1a tr\u00ean AI t\u1eadn d\u1ee5ng c\u00e1c camera c\u00f4ng nghi\u1ec7p t\u00edch h\u1ee3p v\u00e0 h\u1ec7 th\u1ed1ng \u0111i\u1ec7n to\u00e1n bi\u00ean v\u1edbi c\u00e1c GPU, VPU v\u00e0 CPU hi\u1ec7u su\u1ea5t cao \u0111\u01b0\u1ee3c nh\u00fang \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5.\u00a0B\u1edfi v\u00ec t\u1ea5t c\u1ea3 s\u1ee9c m\u1ea1nh x\u1eed l\u00fd \u0111\u1ec1u \u1edf m\u1ee9c cao nh\u1ea5t, c\u00e1c lo ng\u1ea1i v\u1ec1 \u0111\u1ed9 tr\u1ec5 v\u00e0 b\u0103ng th\u00f4ng \u0111\u01b0\u1ee3c lo\u1ea1i b\u1ecf.\u00a0Ngo\u00e0i ra, v\u1edbi ph\u1ea7n c\u1ee9ng bi\u00ean ph\u00f9 h\u1ee3p, c\u00e1c camera th\u00f4ng minh c\u00f3 th\u1ec3 duy tr\u00ec c\u00e1c y\u00eau c\u1ea7u nh\u1ecf v\u1ec1 footprint, tr\u1ecdng l\u01b0\u1ee3ng, \u0111i\u1ec7n n\u0103ng, hi\u1ec7u su\u1ea5t v\u00e0 chi ph\u00ed cho th\u1ecb gi\u00e1c m\u00e1y t\u00ednh d\u1ef1a tr\u00ean AI.<\/p>\n<h4>V\u00ed d\u1ee5:<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/04\/tgmc-blog-626678fa10d41.jpg\" alt=\"\" \/><\/p>\n<p>Warehouse Fulfillment: Evans Distribution Systems, m\u1ed9t c\u00f4ng ty chu\u1ed7i cung \u1ee9ng v\u00e0 kho v\u1eadn b\u00ean th\u1ee9 ba \u0111ang s\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh AI \u0111\u1ec3 ho\u00e0n th\u00e0nh nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c c\u00e1c \u0111\u01a1n \u0111\u1eb7t h\u00e0ng b\u00e1nh quy Girl Scout cho Girl Scouts of America, m\u1ed9t trong nh\u1eefng c\u00f4ng ty g\u00e2y qu\u1ef9 ph\u1ed5 bi\u1ebfn nh\u1ea5t cho c\u00e1c t\u1ed5 ch\u1ee9c phi l\u1ee3i nhu\u1eadn n\u1ed5i ti\u1ebfng.\u00a0Theo m\u1ed9t\u00a0\u00a0cu\u1ed9c ph\u1ecfng v\u1ea5n g\u1ea7n \u0111\u00e2y, h\u1ec7 th\u1ed1ng c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c tr\u00ean 99,8%, c\u1ea3i thi\u1ec7n n\u0103ng su\u1ea5t v\u00e0 c\u00e1c l\u00f4 h\u00e0ng ch\u00ednh x\u00e1c c\u1ee7a kh\u00e1ch h\u00e0ng.<\/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>C&aacute;c h&#7879; th&#7889;ng IT doanh nghi&#7879;p &#273;ang ph&aacute;t tri&#7875;n nhanh ch&oacute;ng v&agrave; b&ugrave;ng n&#7893; tr&ecirc;n di&#7879;n r&#7897;ng, v&agrave; m&#7897;t xu h&#432;&#7899;ng r&otilde; n&eacute;t &#273;&oacute; l&agrave; s&#7921; chuy&#7875;n d&#7883;ch s&#7913;c m&#7841;nh x&#7917; l&yacute; ra r&igrave;a m&#7841;ng.&nbsp;Gartner d&#7921; &#273;o&aacute;n v&agrave;o n&#259;m 2025, &#273;i&#7879;n to&aacute;n bi&ecirc;n s&#7869; x&#7917; l&yacute; 75% d&#7919; li&#7879;u &#273;&#432;&#7907;c t&#7841;o ra b&#7903;i t&#7845;t c&#7843;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":13413,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,675],"class_list":["post-12011","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-edge-computing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>T\u00ecm hi\u1ec3u v\u1ec1 ph\u1ea7n c\u1ee9ng nh\u00fang x\u1eed l\u00fd AI t\u1ea1i bi\u00ean: GPU, VPU, FPGA v\u00e0 ASIC - 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\/tim-hieu-ve-phan-cung-nhung-xu-ly-ai-tai-bien-gpu-vpu-fpga-va-asic-p12011\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"T\u00ecm hi\u1ec3u v\u1ec1 ph\u1ea7n c\u1ee9ng nh\u00fang x\u1eed l\u00fd AI t\u1ea1i bi\u00ean: GPU, VPU, FPGA v\u00e0 ASIC - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"C&aacute;c h&#7879; th&#7889;ng IT doanh nghi&#7879;p &#273;ang ph&aacute;t tri&#7875;n nhanh ch&oacute;ng v&agrave; b&ugrave;ng n&#7893; tr&ecirc;n di&#7879;n r&#7897;ng, v&agrave; m&#7897;t xu h&#432;&#7899;ng r&otilde; n&eacute;t &#273;&oacute; l&agrave; s&#7921; chuy&#7875;n d&#7883;ch s&#7913;c m&#7841;nh x&#7917; l&yacute; ra r&igrave;a m&#7841;ng.&nbsp;Gartner d&#7921; &#273;o&aacute;n v&agrave;o n&#259;m 2025, &#273;i&#7879;n to&aacute;n bi&ecirc;n s&#7869; x&#7917; l&yacute; 75% d&#7919; li&#7879;u &#273;&#432;&#7907;c t&#7841;o ra b&#7903;i t&#7845;t c&#7843;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/08\/TheGioiMayChu-Blog-edge-computing-5g.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\" 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