{"id":5375,"date":"2020-04-28T04:53:09","date_gmt":"2020-04-28T04:53:09","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=5375"},"modified":"2020-09-03T00:51:47","modified_gmt":"2020-09-03T00:51:47","slug":"nvidia-deep-learning-va-framework-hop-nhat-danh-cho-nha-phat-trien","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/nvidia-deep-learning-va-framework-hop-nhat-danh-cho-nha-phat-trien-p5375\/","title":{"rendered":"Deep Learning v\u00e0 n\u1ec1n t\u1ea3ng c\u1ee7a NVIDIA d\u00e0nh cho c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><h2><b>\u0110i\u1ec3m qua kh\u00e1i ni\u1ec7m <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a><\/b><\/h2>\n<p><span style=\"font-weight:400;\"><a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep learning<\/a> l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a AI (Artificial Intelligence) v\u00e0 Machine Learning  s\u1eed d\u1ee5ng c\u00e1c m\u1ea1ng th\u1ea7n kinh (<\/span><span style=\"font-weight:400;\">neural networks<\/span><span style=\"font-weight:400;\">) nh\u00e2n t\u1ea1o \u0111a l\u1edbp \u0111\u1ec3 mang l\u1ea1i \u0111\u1ed9 ch\u00ednh x\u00e1c hi\u1ec7n \u0111\u1ea1i trong c\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, d\u1ecbch ng\u00f4n ng\u1eef v\u00e0 c\u00e1c th\u1ee9 kh\u00e1c.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-5376\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/00.jpg\" alt=\"\" width=\"1080\" height=\"687\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/00.jpg 1080w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/00-300x191.jpg 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/00-768x489.jpg 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/00-1024x651.jpg 1024w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><br \/>\n<span style=\"font-weight:400;\">Deep Learning kh\u00e1c v\u1edbi c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y truy\u1ec1n th\u1ed1ng \u1edf ch\u1ed7 ch\u00fang c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u1ecdc c\u00e1c bi\u1ec3u di\u1ec5n t\u1eeb d\u1eef li\u1ec7u nh\u01b0 h\u00ecnh \u1ea3nh, video ho\u1eb7c v\u0103n b\u1ea3n m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u01b0a ra c\u00e1c quy t\u1eafc \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a b\u1eb1ng tay ho\u1eb7c v\u00f9ng ki\u1ebfn th\u1ee9c c\u1ee7a con ng\u01b0\u1eddi<\/span><span style=\"font-weight:400;\">. <\/span><span style=\"font-weight:400;\">Ki\u1ebfn tr\u00fac r\u1ea5t linh ho\u1ea1t c\u1ee7a h\u1ecd c\u00f3 th\u1ec3 h\u1ecdc tr\u1ef1c ti\u1ebfp t\u1eeb d\u1eef li\u1ec7u th\u00f4 v\u00e0 c\u00f3 th\u1ec3 t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a h\u1ecd khi \u0111\u01b0\u1ee3c cung c\u1ea5p nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n.<\/span><br \/>\n<span style=\"font-weight:400;\">Deep learning ch\u1ecbu tr\u00e1ch nhi\u1ec7m cho nhi\u1ec1u \u0111\u1ed9t ph\u00e1 g\u1ea7n \u0111\u00e2y trong AI nh\u01b0 AlphaGo c\u1ee7a Google DeepMind, xe t\u1ef1 l\u00e1i, tr\u1ee3 l\u00fd gi\u1ecdng n\u00f3i th\u00f4ng minh v\u00e0 nhi\u1ec1u h\u01a1n n\u1eefa. V\u1edbi c\u00e1c Deep Learning framework \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c GPU c\u1ee7a NVIDIA , c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 t\u0103ng t\u1ed1c \u0111\u00e1ng k\u1ec3 vi\u1ec7c \u0111\u00e0o t\u1ea1o h\u1ecdc s\u00e2u, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 th\u1ec3 m\u1ea5t nhi\u1ec1u ng\u00e0y v\u00e0 v\u00e0i tu\u1ea7n ch\u1ec9 trong v\u00e0i gi\u1edd v\u00e0 v\u00e0i ng\u00e0y. <\/span><br \/>\n<span style=\"font-weight:400;\">Khi c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 tri\u1ec3n khai, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 d\u1ef1a v\u00e0o c\u00e1c n\u1ec1n t\u1ea3ng suy lu\u1eadn (inference) t\u0103ng t\u1ed1c GPU cho \u0111\u00e1m m\u00e2y, thi\u1ebft b\u1ecb nh\u00fang ho\u1eb7c xe t\u1ef1 l\u00e1i, \u0111\u1ec3 cung c\u1ea5p hi\u1ec7u su\u1ea5t cao, suy lu\u1eadn \u0111\u1ed9 tr\u1ec5 th\u1ea5p cho c\u00e1c m\u1ea1ng th\u1ea7n kinh s\u00e2u chuy\u00ean s\u00e2u t\u00ednh to\u00e1n nh\u1ea5t.<\/span><\/p>\n<p><b style=\"font-family: Montserrat, 'Helvetica Neue', sans-serif; font-size: 28px;\">N\u1ec1n t\u1ea3ng c\u1ee7a NVIDIA AI d\u00e0nh cho nh\u00e0 ph\u00e1t tri\u1ec3n<\/b><br \/>\n<span style=\"font-weight:400;\">Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c \u0111\u00e0o t\u1ea1o m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh s\u00e2u (deep neural networks) v\u1edbi b\u1ed9 d\u1eef li\u1ec7u l\u1edbn. C\u00e1c deep learning framework \u0111\u01b0\u1ee3c \u201cGPU t\u0103ng t\u1ed1c\u201d cung c\u1ea5p s\u1ef1 linh ho\u1ea1t \u0111\u1ec3 thi\u1ebft k\u1ebf v\u00e0 hu\u1ea5n luy\u1ec7n c\u00e1c m\u1ea1ng th\u1ea7n kinh s\u00e2u (deep neural networks) t\u00f9y ch\u1ec9nh v\u00e0 cung c\u1ea5p giao di\u1ec7n cho c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 Python v\u00e0 C\/C ++. M\u1ecdi deep learning framework ch\u00ednh nh\u01b0 TensorFlow, PyTorch v\u00e0 c\u00e1c framework kh\u00e1c, \u0111\u1ec1u \u0111\u00e3 \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1edfi GPU v\u00e0 h\u1ec7 th\u1ed1ng th\u01b0 vi\u1ec7n GPU, v\u00ec v\u1eady c\u00e1c nh\u00e0 khoa h\u1ecdc v\u00e0 nh\u00e0 nghi\u00ean c\u1ee9u d\u1eef li\u1ec7u c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3 trong v\u00e0i ph\u00fat m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh GPU.<\/span><br \/>\n<span style=\"font-weight:400;\">\u0110\u1ed1i v\u1edbi c\u00e1c <\/span><b>nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI<\/b><span style=\"font-weight:400;\">, GPU NVIDIA Volta v\u00e0 Turing \u0111\u01b0\u1ee3c cung c\u1ea5p tensor core (l\u00f5i t\u00ednh to\u00e1n ma tr\u1eadn c\u1ee7a NVIDIA) cho h\u1ecd m\u1ed9t gi\u1ea3i ph\u00e1p t\u1ee9c th\u1eddi \u0111\u1ec3 \u0111\u00e0o t\u1ea1o nhanh h\u01a1n v\u00e0 hi\u1ec7u su\u1ea5t deep learning cao h\u01a1n. V\u1edbi vi\u1ec7c k\u00edch ho\u1ea1t Tensor cores, c\u00e1c t\u00ednh to\u00e1n ma tr\u1eadn ch\u00ednh x\u00e1c h\u1ed7n h\u1ee3p FP32 v\u00e0 FP16 nh\u00e2n l\u00ean \u0111\u00e1ng k\u1ec3 t\u1ed1c \u0111\u1ed9 th\u00f4ng l\u01b0\u1ee3ng c\u1ee7a b\u1ea1n v\u00e0 gi\u1ea3m th\u1eddi gian \u0111\u00e0o t\u1ea1o AI.<\/span><br \/>\n<span style=\"font-weight:400;\">\u0110\u1ed1i v\u1edbi c\u00e1c <\/span><b>nh\u00e0 ph\u00e1t tri\u1ec3n t\u00edch h\u1ee3p<\/b><span style=\"font-weight:400;\"> m\u1ea1ng th\u1ea7n kinh s\u00e2u (deep neural networks) v\u00e0o \u1ee9ng d\u1ee5ng nh\u00fang ho\u1eb7c \u0111\u00e1m m\u00e2y, s\u1ebd s\u1eed d\u1ee5ng v\u00e0 t\u00edch h\u1ee3p NVIDIA Deep Learning SDK bao g\u1ed3m c\u00e1c th\u01b0 vi\u1ec7n hi\u1ec7u su\u1ea5t cao t\u00edch h\u1ee3p c\u00e1c kh\u1ed1i API \u0111\u1ec3 tri\u1ec3n khai \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn tr\u1ef1c ti\u1ebfp v\u00e0o \u1ee9ng d\u1ee5ng c\u1ee7a h\u1ecd. V\u1edbi m\u1ed9t m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh duy nh\u1ea5t cho t\u1ea5t c\u1ea3 n\u1ec1n t\u1ea3ng GPU &#8211; t\u1eeb <\/span><b>workstation <\/b><span style=\"font-weight:400;\">\u0111\u1ebfn <\/span><b>data center<\/b><span style=\"font-weight:400;\"> \u0111\u1ebfn <\/span><b>thi\u1ebft b\u1ecb nh\u00fang<\/b><span style=\"font-weight:400;\"> (Intelligence Camera, self-driving car&#8230;), c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n \u0111\u1ea7u ti\u00ean ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI c\u1ee7a h\u1ecd tr\u00ean workstation (<\/span><span style=\"font-weight:400;\"><a href=\"https:\/\/thegioimaychu.vn\/may-chu-superworkstation-sys-7039a-i-tm7266.html\">SuperMicro Workstation<\/a><\/span><span style=\"font-weight:400;\">), sau \u0111\u00f3 m\u1edf r\u1ed9ng l\u00ean cloud (<\/span><span style=\"font-weight:400;\"><a href=\"https:\/\/thegioimaychu.vn\/may-chu-tri-tue-nhan-tao-nvidia-dgx-1-tm6321.html\">NVIDIA DGX cho AI DC<\/a><\/span><span style=\"font-weight:400;\">) v\u00e0 tri\u1ec3n khai \u0111\u1ebfn c\u00e1c thi\u1ebft b\u1ecb bi\u00ean c\u1ee7a h\u1ecd (<\/span><span style=\"font-weight:400;\"><a href=\"http:\/\/thegioimaychu.vn\/superserver-1029gq-tnrt.html\">M\u00e1y ch\u1ee7 suy lu\u1eadn SupperMicro<\/a><\/span><span style=\"font-weight:400;\">) &#8211; v\u1edbi t\u1ed1i thi\u1ec3u kh\u00f4ng thay \u0111\u1ed5i code l\u1eadp tr\u00ecnh.<\/span><br \/>\n<span style=\"font-weight:400;\">NVIDIA \u0111\u00e3 cung c\u1ea5p c\u00e1c software stack s\u1eb5n \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 t\u0103ng t\u1ed1c c\u00e1c giai \u0111o\u1ea1n \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn v\u1ec1 quy tr\u00ecnh h\u1ecdc t\u1eadp s\u00e2u. N\u00f3 \u0111\u00e3 c\u00f3 c\u00e1c container v\u00e0 thi\u1ebft b\u1ecb c\u1ee7a DGX, Jetson Nano\u2026.<\/span><\/p>\n<h2><b>M\u1ecdi framework AI ph\u1ed5 bi\u1ebfn \u0111\u1ec1u \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1edfi <\/b><b>NVIDIA Deep Learning SDK<\/b><\/h2>\n<p><span style=\"font-weight:400;\">Deep learning frameworks cung c\u1ea5p c\u00e1c kh\u1ed1i x\u00e2y d\u1ef1ng \u0111\u1ec3 thi\u1ebft k\u1ebf, \u0111\u00e0o t\u1ea1o v\u00e0 x\u00e1c nh\u1eadn m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh s\u00e2u (deep neural networks), th\u00f4ng qua giao di\u1ec7n l\u1eadp tr\u00ecnh c\u1ea5p cao. M\u1ecdi deep learning frameworks ch\u00ednh nh\u01b0 Caffe2, Chainer, <\/span><span style=\"font-weight:400;\">Microsoft Cognitive Toolkit, MxNet, PaddlePaddle, Pytorch<\/span><span style=\"font-weight:400;\"> v\u00e0 TensorFlow \u0111\u1ec1u d\u1ef1a v\u00e0o c\u00e1c th\u01b0 vi\u1ec7n NVIDIA Deep Learning SDK \u0111\u1ec3 cung c\u1ea5p \u0111\u00e0o t\u1ea1o t\u0103ng t\u1ed1c \u0111a GPU hi\u1ec7u su\u1ea5t cao. Ng\u01b0\u1eddi d\u00f9ng framework tr\u00ean ch\u1ec9 \u0111\u01a1n gi\u1ea3n t\u1ea3i xu\u1ed1ng khung v\u00e0 tr\u1ecf t\u1edbi v\u00e0 s\u1eed d\u1ee5ng GPU \u0111\u1ec3 \u0111\u00e0o t\u1ea1o.<\/span><\/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><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-5377\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/01.jpg\" alt=\"\" width=\"811\" height=\"324\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/01.jpg 811w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/01-300x120.jpg 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/01-768x307.jpg 768w\" sizes=\"auto, (max-width: 811px) 100vw, 811px\" \/><\/p>\n<h2><b>N\u1ec1n t\u1ea3ng ph\u00e1t tri\u1ec3n h\u1ee3p nh\u1ea5t &#8211; Ph\u00e1t tri\u1ec3n \u0111\u1ec3 tri\u1ec3n khai th\u1ef1c t\u1ebf.<\/b><\/h2>\n<p><span style=\"font-weight:400;\">C\u00e1c <\/span><span style=\"font-weight:400;\">Deep learning framework<\/span><span style=\"font-weight:400;\"> \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho m\u1ecdi n\u1ec1n t\u1ea3ng GPU t\u1eeb GPU cho m\u00e1y \u0111\u1ec3 b\u00e0n Titan V, RTX (<\/span><span style=\"font-weight:400;\"><a href=\"https:\/\/thegioimaychu.vn\/gpu-leadtek-winfast-rtx-2080-ti-classic-11g-tm7545.html\">RTX 2080 11G<\/a><\/span><span style=\"font-weight:400;\">) \u0111\u1ebfn GPU Tesla (<\/span><span style=\"font-weight:400;\"><a href=\"https:\/\/thegioimaychu.vn\/gpu-card-may-chu\/nvidia\">NVIDIA Tesla<\/a><\/span><span style=\"font-weight:400;\">) c\u1ea5p trung t\u00e2m d\u1eef li\u1ec7u. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u b\u1eaft \u0111\u1ea7u quy m\u00f4 nh\u1ecf v\u00e0 m\u1edf r\u1ed9ng khi d\u1eef li\u1ec7u ph\u00ecnh to, s\u1ed1 l\u01b0\u1ee3ng th\u00ed nghi\u1ec7m, m\u00f4 h\u00ecnh v\u00e0 quy m\u00f4 nh\u00f3m ph\u00e1t tri\u1ec3n. V\u00ec c\u00e1c th\u01b0 vi\u1ec7n SDK c\u1ee7a Deep Learning t\u01b0\u01a1ng th\u00edch API tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c n\u1ec1n t\u1ea3ng GPU NVIDIA, khi m\u1ed9t m\u00f4 h\u00ecnh \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o m\u1ed9t \u1ee9ng d\u1ee5ng, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 ki\u1ec3m tra v\u00e0 x\u00e1c th\u1ef1c c\u1ee5c b\u1ed9 tr\u00ean m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n v\u00e0 t\u1ed1i thi\u1ec3u \u0111\u1ec3 kh\u00f4ng thay \u0111\u1ed5i m\u00e3 x\u00e1c th\u1ef1c v\u00e0 tri\u1ec3n khai cho c\u00e1c n\u1ec1n t\u1ea3ng trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a Tesla , N\u1ec1n t\u1ea3ng nh\u00fang Jetson ho\u1eb7c n\u1ec1n t\u1ea3ng l\u00e1i xe t\u1ef1 \u0111\u1ed9ng. \u0110i\u1ec1u n\u00e0y c\u1ea3i thi\u1ec7n n\u0103ng su\u1ea5t c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n v\u00e0 gi\u1ea3m c\u01a1 h\u1ed9i gi\u1edbi thi\u1ec7u c\u00e1c l\u1ed7i khi chuy\u1ec3n t\u1eeb nguy\u00ean m\u1eabu sang s\u1ea3n xu\u1ea5t.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-5378\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/02.jpg\" alt=\"\" width=\"913\" height=\"660\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/02.jpg 913w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/02-300x217.jpg 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/04\/02-768x555.jpg 768w\" sizes=\"auto, (max-width: 913px) 100vw, 913px\" \/><br \/>\n<span style=\"font-weight:400;\">C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n tham gia h\u1ecdc vi\u1ec7n NVIDIA (<\/span><span style=\"font-weight:400;\"><a href=\"https:\/\/www.nvidia.com\/en-us\/deep-learning-ai\/education\/?ncid=so-dis-dldlwsd1-72342\">NVIDIA Deep Learning Institute<\/a><\/span><span style=\"font-weight:400;\">) \u0111\u1ec3 c\u00f3 \u0111\u1ea7y \u0111\u1ee7 c\u00e1c h\u1ec7 th\u1ed1ng th\u01b0 vi\u1ec7n v\u00e0 model c\u1ea7n thi\u1ebft v\u1edbi d\u1ef1 \u00e1n AI <\/span><br \/>\n<span style=\"font-weight:400;\"><i>Ngu\u1ed3n <\/i>NVIDIA<\/span><\/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=23415\">B\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean tr\u1ee3 l\u00fd AI c\u00e1 nh\u00e2n &#8211; so s\u00e1nh chi ti\u1ebft NVIDIA RTX Spark v\u00e0 DGX Spark<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23322\">NVIDIA RTX PRO 4500 Blackwell Server Edition: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt t\u1eeb th\u1ebf h\u1ec7 L4 cho h\u1ea1 t\u1ea7ng AI suy lu\u1eadn hi\u1ec7u n\u0103ng cao<\/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=23110\">So s\u00e1nh s\u1ee9c m\u1ea1nh c\u1ee7a m\u00e1y t\u00ednh AI DGX Spark v\u1edbi c\u00e1c card GPU m\u00e1y tr\u1ea1m chuy\u00ean nghi\u1ec7p c\u1ee7a NVIDIA<\/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=22887\">T\u1ea1i sao g\u1ecdi NVIDIA DGX Spark l\u00e0 Si\u00eau m\u00e1y t\u00ednh AI c\u00e1 nh\u00e2n?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>&#272;i&#7875;m qua kh&aacute;i ni&#7879;m Deep Learning Deep learning l&agrave; m&#7897;t t&#7853;p h&#7907;p con c&#7911;a AI (Artificial Intelligence) v&agrave; Machine Learning s&#7917; d&#7909;ng c&aacute;c m&#7841;ng th&#7847;n kinh (neural networks) nh&acirc;n t&#7841;o &#273;a l&#7899;p &#273;&#7875; mang l&#7841;i &#273;&#7897; ch&iacute;nh x&aacute;c hi&#7879;n &#273;&#7841;i trong c&aacute;c nhi&#7879;m v&#7909; nh&#432; ph&aacute;t hi&#7879;n &#273;&#7889;i t&#432;&#7907;ng, nh&#7853;n d&#7841;ng gi&#7885;ng n&oacute;i, d&#7883;ch ng&ocirc;n&#8230;<\/p>\n","protected":false},"author":29,"featured_media":5385,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,12,29,1314],"class_list":["post-5375","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-deep-learning","tag-machine-learning","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Deep Learning v\u00e0 n\u1ec1n t\u1ea3ng c\u1ee7a NVIDIA 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