{"id":17091,"date":"2023-08-12T11:48:53","date_gmt":"2023-08-12T04:48:53","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=17091"},"modified":"2023-08-16T07:51:20","modified_gmt":"2023-08-16T00:51:20","slug":"phat-trien-va-trien-khai-lien-mach-cac-mo-hinh-generative-ai-co-the-mo-rong-voi-nvidia-ai-workbench","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/phat-trien-va-trien-khai-lien-mach-cac-mo-hinh-generative-ai-co-the-mo-rong-voi-nvidia-ai-workbench-p17091\/","title":{"rendered":"Ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai li\u1ec1n m\u1ea1ch c\u00e1c m\u00f4 h\u00ecnh Generative AI c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng v\u1edbi NVIDIA AI Workbench"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Ph\u00e1t tri\u1ec3n\u00a0c\u00e1c m\u00f4 h\u00ecnh v\u00e0 \u1ee9ng d\u1ee5ng <a href=\"https:\/\/www.nvidia.com\/en-us\/glossary\/data-science\/generative-ai\/\">Generative AI<\/a> (GenAI)\u00a0t\u00f9y bi\u1ebfn l\u00e0 m\u1ed9t h\u00e0nh tr\u00ecnh, kh\u00f4ng ph\u1ea3i l\u00e0 \u0111\u00edch \u0111\u1ebfn.\u00a0N\u00f3 b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c ch\u1ecdn m\u1ed9t m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc (pretrained), ch\u1eb3ng h\u1ea1n nh\u01b0\u00a0M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (<a href=\"https:\/\/www.nvidia.com\/en-us\/glossary\/data-science\/large-language-models\/\">Large Language Model<\/a>) cho nh\u1eefng m\u1ee5c \u0111\u00edch kh\u00e1m ph\u00e1 &#8211; sau \u0111\u00f3, c\u00e1c developer th\u01b0\u1eddng mu\u1ed1n \u0111i\u1ec1u ch\u1ec9nh m\u00f4 h\u00ecnh \u0111\u00f3 cho tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3 c\u1ee7a h\u1ecd. B\u01b0\u1edbc \u0111\u1ea7u ti\u00ean n\u00e0y th\u01b0\u1eddng y\u00eau c\u1ea7u vi\u1ec7c s\u1eed d\u1ee5ng h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c, ch\u1eb3ng h\u1ea1n nh\u01b0 PC ho\u1eb7c m\u00e1y tr\u1ea1m (workstation).\u00a0Nh\u01b0ng khi c\u00e1c job \u0111\u00e0o t\u1ea1o ng\u00e0y c\u00e0ng l\u1edbn, developer bu\u1ed9c ph\u1ea3i m\u1edf r\u1ed9ng sang h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n b\u1ed5 sung trong data center ho\u1eb7c cloud.<\/p>\n<p>Qu\u00e1 tr\u00ecnh n\u00e0y c\u00f3 th\u1ec3 tr\u1edf n\u00ean v\u00f4 c\u00f9ng ph\u1ee9c t\u1ea1p v\u00e0 t\u1ed1n th\u1eddi gian, \u0111\u1eb7c bi\u1ec7t l\u00e0 khi c\u1ed1 g\u1eafng c\u1ed9ng t\u00e1c v\u00e0 tri\u1ec3n khai tr\u00ean nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng v\u00e0 n\u1ec1n t\u1ea3ng.\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/deep-learning-ai\/solutions\/data-science\/workbench\/\" target=\"_self\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">NVIDIA AI Workbench<\/a>\u00a0gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh b\u1eb1ng vi\u1ec7c cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t \u0111\u1ec3 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh, t\u00e0i nguy\u00ean v\u00e0 nhu c\u1ea7u t\u00ednh to\u00e1n.\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c developer c\u1ed9ng t\u00e1c v\u00e0 tri\u1ec3n khai li\u1ec1n m\u1ea1ch \u0111\u1ec3 nhanh ch\u00f3ng ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh GenAI c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng v\u1edbi hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed.<\/p>\n<h2>NVIDIA AI Workbench l\u00e0 g\u00ec?<\/h2>\n<p>NVIDIA AI Workbench l\u00e0 b\u1ed9 c\u00f4ng c\u1ee5 h\u1ee3p nh\u1ea5t, d\u1ec5 s\u1eed d\u1ee5ng d\u00e0nh cho developer \u0111\u1ec3 t\u1ea1o, th\u1eed nghi\u1ec7m v\u00e0 t\u00f9y bi\u1ebfn c\u00e1c m\u00f4 h\u00ecnh AI \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc tr\u00ean PC ho\u1eb7c m\u00e1y tr\u1ea1m.\u00a0Sau \u0111\u00f3, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng c\u00e1c m\u00f4 h\u00ecnh \u0111\u1ebfn h\u1ea7u h\u1ebft m\u1ecdi data center,\u00a0public cloud ho\u1eb7c\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/dgx-cloud\/?ncid=pa-srch-goog-406223#cid=dl34_pa-srch-goog_en-us\" target=\"_self\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">NVIDIA DGX Cloud<\/a>.\u00a0N\u00f3 cho ph\u00e9p c\u00e1c developer \u1edf m\u1ecdi c\u1ea5p \u0111\u1ed9 t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh GenAI c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64d6e575e4874.png\" alt=\"\" width=\"580\" height=\"236\" \/><\/p>\n<p><em>H\u00ecnh 1. C\u00e1c developer AI ch\u1ecdn m\u1ed9t m\u00f4 h\u00ecnh, t\u1ea1o m\u1ed9t d\u1ef1 \u00e1n trong NVIDIA AI Workbench v\u00e0 t\u00f9y bi\u1ebfn m\u00f4 h\u00ecnh \u0111\u00f3 tr\u00ean h\u1ea1 t\u1ea7ng c\u1ee7a h\u1ecd<\/em><\/p>\n<p>Sau khi c\u00e0i \u0111\u1eb7t, n\u1ec1n t\u1ea3ng n\u00e0y cung c\u1ea5p kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd v\u00e0 tri\u1ec3n khai cho c\u00e1c m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n \u0111\u01b0\u1ee3c \u0111\u00f3ng g\u00f3i \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o m\u1ecdi th\u1ee9 ho\u1ea1t \u0111\u1ed9ng, b\u1ea5t k\u1ec3 m\u00e1y c\u1ee7a ng\u01b0\u1eddi d\u00f9ng l\u00e0 g\u00ec.\u00a0AI Workbench t\u00edch h\u1ee3p v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0\u00a0GitHub,\u00a0Hugging Face\u00a0v\u00e0\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/gpu-cloud\/\" target=\"_self\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">NVIDIA NGC<\/a>, c\u0169ng nh\u01b0 v\u1edbi c\u00e1c self-hosted registry v\u00e0 m\u00e1y ch\u1ee7 Git.<\/p>\n<p>Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean trong c\u1ea3 JupyterLab v\u00e0 VS Code trong khi qu\u1ea3n l\u00fd c\u00f4ng vi\u1ec7c tr\u00ean nhi\u1ec1u lo\u1ea1i m\u00e1y v\u1edbi m\u1ee9c \u0111\u1ed9 t\u00e1i l\u1eadp v\u00e0 minh b\u1ea1ch cao. Developer v\u1edbi NVIDIA RTX PC ho\u1eb7c m\u00e1y tr\u1ea1m c\u0169ng c\u00f3 th\u1ec3 kh\u1edfi ch\u1ea1y, th\u1eed nghi\u1ec7m v\u00e0 tinh ch\u1ec9nh c\u00e1c d\u1ef1 \u00e1n GenAI c\u1ea5p doanh nghi\u1ec7p tr\u00ean nh\u1eefng h\u1ec7 th\u1ed1ng local c\u1ee7a h\u1ecd, \u0111\u1ed3ng th\u1eddi truy c\u1eadp t\u00e0i nguy\u00ean <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> v\u00e0 trung t\u00e2m d\u1eef li\u1ec7u khi m\u1edf r\u1ed9ng quy m\u00f4.<\/p>\n<p>C\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 k\u1ebft n\u1ed1i AI Workbench v\u1edbi\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/products\/ai-enterprise\/\" target=\"_self\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">NVIDIA AI Enterprise<\/a>, \u0111\u1ea9y nhanh vi\u1ec7c \u00e1p d\u1ee5ng GenAI v\u00e0 m\u1edf \u0111\u01b0\u1eddng cho vi\u1ec7c t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch trong s\u1ea3n xu\u1ea5t.\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/deep-learning-ai\/solutions\/data-science\/workbench\/\" target=\"_self\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">\u0110\u0103ng k\u00fd<\/a>\u00a0\u0111\u1ec3 nh\u1eadn th\u00f4ng b\u00e1o khi AI Workbench c\u00f3 s\u1eb5n \u0111\u1ec3 truy c\u1eadp s\u1edbm.<\/p>\n<p><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/ntMRzPzSvM4?version=3&amp;rel=1&amp;showsearch=0&amp;showinfo=1&amp;iv_load_policy=1&amp;fs=1&amp;hl=en-US&amp;autohide=2&amp;wmode=transparent\" width=\"560\" height=\"315\" frameborder=\"0\" data-mce-fragment=\"1\"><\/iframe><\/p>\n<p><em>Tinh ch\u1ec9nh Generative AI v\u1edbi NVIDIA AI Workbench<\/em><\/p>\n<h2>Nh\u1eefng th\u00e1ch th\u1ee9c v\u1ec1 quy tr\u00ecnh ph\u00e1t tri\u1ec3n AI trong doanh nghi\u1ec7p<\/h2>\n<p>M\u1eb7c d\u00f9 c\u00e1c m\u00f4 h\u00ecnh GenAI mang l\u1ea1i ti\u1ec1m n\u0103ng \u0111\u00e1ng kinh ng\u1ea1c cho c\u00e1c doanh nghi\u1ec7p, nh\u01b0ng qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 ph\u1ee9c t\u1ea1p v\u00e0 t\u1ed1n th\u1eddi gian.<\/p>\n<p>M\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c m\u00e0 c\u00e1c doanh nghi\u1ec7p ph\u1ea3i \u0111\u1ed1i m\u1eb7t khi h\u1ecd b\u1eaft \u0111\u1ea7u h\u00e0nh tr\u00ecnh ph\u00e1t tri\u1ec3n GenAI tu\u1ef3 bi\u1ebfn bao g\u1ed3m nh\u1eefng \u0111i\u1ec1u sau:<\/p>\n<p><strong>Chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt:<\/strong>\u00a0C\u00f3 nh\u1eefng k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt ph\u00f9 h\u1ee3p l\u00e0 ch\u00eca kh\u00f3a khi l\u00e0m vi\u1ec7c tr\u00ean c\u00e1c m\u00f4 h\u00ecnh GenAI. C\u00e1c developer ph\u1ea3i c\u00f3 hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc v\u1ec1 c\u00e1c thu\u1eadt to\u00e1n H\u1ecdc m\u00e1y, k\u1ef9 thu\u1eadt can thi\u1ec7p d\u1eef li\u1ec7u, c\u00e1c ng\u00f4n ng\u1eef nh\u01b0\u00a0Python\u00a0v\u00e0 c\u00e1c framework nh\u01b0\u00a0<a href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/tensorflow-la-gi-no-co-y-nghia-nhu-the-nao-doi-voi-tri-tue-nhan-tao-p16471\/\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">TensorFlow<\/a>.<\/p>\n<p><strong>Truy c\u1eadp v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u:<\/strong> \u0110\u1ed1i v\u1edbi s\u1ef1 gia t\u0103ng d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng nh\u1ea1y c\u1ea3m &#8211; \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i \u0111\u1ea3m b\u1ea3o c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt ph\u00f9 h\u1ee3p \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong c\u00e1c d\u1ef1 \u00e1n nh\u01b0 v\u1eady.\u00a0Ngo\u00e0i ra, c\u00e1c doanh nghi\u1ec7p ph\u1ea3i xem x\u00e9t c\u00e1ch h\u1ecd s\u1ebd truy c\u1eadp c\u00e1c b\u1ed9 d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh c\u1ee7a m\u00ecnh, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 li\u00ean quan \u0111\u1ebfn vi\u1ec7c x\u1eed l\u00fd m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac ho\u1eb7c b\u00e1n c\u1ea5u tr\u00fac t\u1eeb nhi\u1ec1u ngu\u1ed3n.<\/p>\n<p><strong>Di chuy\u1ec3n quy tr\u00ecnh c\u00f4ng vi\u1ec7c v\u00e0 \u1ee9ng d\u1ee5ng:<\/strong>\u00a0Ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai tr\u00ean c\u00e1c m\u00e1y (machine) v\u00e0 c\u00e1c m\u00f4i tr\u01b0\u1eddng c\u00f3 th\u1ec3 ph\u1ee9c t\u1ea1p do s\u1ef1 ph\u1ee5 thu\u1ed9c gi\u1eefa c\u00e1c th\u00e0nh ph\u1ea7n.\u00a0Vi\u1ec7c theo d\u00f5i c\u00e1c phi\u00ean b\u1ea3n kh\u00e1c nhau c\u1ee7a c\u00f9ng m\u1ed9t \u1ee9ng d\u1ee5ng ho\u1eb7c quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u00f3 th\u1ec3 kh\u00f3 kh\u0103n, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong c\u00e1c m\u00f4i tr\u01b0\u1eddng ph\u00e2n t\u00e1n h\u01a1n ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c n\u1ec1n t\u1ea3ng <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> nh\u01b0\u00a0Amazon AWS,\u00a0Google Cloud Platform\u00a0ho\u1eb7c\u00a0Microsoft Azure.\u00a0Ngo\u00e0i ra, vi\u1ec7c qu\u1ea3n l\u00fd th\u00f4ng tin \u0111\u0103ng nh\u1eadp v\u00e0 th\u00f4ng tin m\u1eadt l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 b\u1ea3o v\u1ec7 quy\u1ec1n truy c\u1eadp an to\u00e0n v\u00e0o t\u00e0i nguy\u00ean tr\u00ean c\u00e1c m\u00e1y v\u00e0 c\u00e1c m\u00f4i tr\u01b0\u1eddng.<\/p>\n<p>Nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y nh\u1ea5n m\u1ea1nh t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c c\u00f3 m\u1ed9t n\u1ec1n t\u1ea3ng to\u00e0n di\u1ec7n nh\u01b0 NVIDIA AI Workbench &#8211; gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a to\u00e0n b\u1ed9 quy tr\u00ecnh ph\u00e1t tri\u1ec3n Generative AI.\u00a0\u0110i\u1ec1u n\u00e0y gi\u00fap qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh, t\u00e0i nguy\u00ean t\u00ednh to\u00e1n, s\u1ef1 ph\u1ee5 thu\u1ed9c gi\u1eefa c\u00e1c th\u00e0nh ph\u1ea7n v\u00e0 phi\u00ean b\u1ea3n d\u1ec5 d\u00e0ng h\u01a1n.\u00a0\u0110\u1ed3ng th\u1eddi cung c\u1ea5p kh\u1ea3 n\u0103ng c\u1ed9ng t\u00e1c v\u00e0 tri\u1ec3n khai li\u1ec1n m\u1ea1ch tr\u00ean c\u00e1c m\u00e1y v\u00e0 c\u00e1c m\u00f4i tr\u01b0\u1eddng.<\/p>\n<h2>L\u1ee3i \u00edch ch\u00ednh c\u1ee7a NVIDIA AI Workbench<\/h2>\n<p>Ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh GenAI l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh ph\u1ee9c t\u1ea1p v\u00e0 AI Workbench chu\u1ea9n ho\u00e1 n\u00f3.\u00a0V\u1edbi n\u1ec1n t\u1ea3ng h\u1ee3p nh\u1ea5t \u0111\u1ec3 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh v\u00e0 t\u00e0i nguy\u00ean t\u00ednh to\u00e1n, c\u00e1c developer \u1edf m\u1ecdi c\u1ea5p \u0111\u1ed9 k\u1ef9 n\u0103ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng t\u1ea1o c\u0169ng nh\u01b0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng, ti\u1ebft ki\u1ec7m chi ph\u00ed.<\/p>\n<p>M\u1ed9t s\u1ed1 l\u1ee3i \u00edch ch\u00ednh c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng AI Workbench bao g\u1ed3m:<\/p>\n<p><strong>N\u1ec1n t\u1ea3ng ph\u00e1t tri\u1ec3n d\u1ec5 s\u1eed d\u1ee5ng:<\/strong>\u00a0AI Workbench \u0111\u01a1n gi\u1ea3n h\u00f3a qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n b\u1eb1ng vi\u1ec7c cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t \u0111\u1ec3 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh v\u00e0 t\u00e0i nguy\u00ean t\u00ednh to\u00e1n \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u1ed9ng t\u00e1c gi\u1eefa c\u00e1c m\u00e1y v\u00e0 c\u00e1c m\u00f4i tr\u01b0\u1eddng.<\/p>\n<p><strong>T\u00edch h\u1ee3p v\u1edbi kho l\u01b0u tr\u1eef v\u00e0 c\u00f4ng c\u1ee5 ph\u00e1t tri\u1ec3n AI:<\/strong>\u00a0AI Workbench t\u00edch h\u1ee3p v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 nh\u01b0 GitHub, NVIDIA NGC v\u00e0 Hugging Face, c\u00e1c self-hosted registry v\u00e0 m\u00e1y ch\u1ee7 Git.\u00a0Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 JupyterLab v\u00e0 VS Code, tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u1edbi m\u1ee9c \u0111\u1ed9 t\u00e1i l\u1eadp v\u00e0 minh b\u1ea1ch cao.<\/p>\n<p><strong>C\u1ed9ng t\u00e1c n\u00e2ng cao:<\/strong>\u00a0AI Workbench s\u1eed d\u1ee5ng ki\u1ebfn \u200b\u200btr\u00fac t\u1eadp trung xung quanh m\u1ed9t d\u1ef1 \u00e1n, l\u00e0 m\u1ed9t Git repository v\u1edbi c\u00e1c file metadata m\u00f4 t\u1ea3 n\u1ed9i dung v\u00e0 m\u1ed1i quan h\u1ec7 c\u1ee7a ch\u00fang, c\u00e1c t\u1eadp l\u1ec7nh d\u00e0nh cho c\u1ea5u h\u00ecnh v\u00e0 th\u1ef1c thi.\u00a0V\u1ecb tr\u00ed ho\u1eb7c d\u1eef li\u1ec7u ph\u1ee5 thu\u1ed9c v\u00e0o ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c AI Workbench x\u1eed l\u00fd minh b\u1ea1ch v\u00e0 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o trong th\u1eddi gian ch\u1ea1y \u0111\u1ec3 th\u00f4ng tin \u0111\u00f3 kh\u00f4ng b\u1ecb m\u00e3 h\u00f3a c\u1ee9ng v\u00e0o c\u00e1c d\u1ef1 \u00e1n.\u00a0C\u1ea5u tr\u00fac d\u1ef1 \u00e1n gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c t\u00e1c v\u1ee5 ph\u1ee9c t\u1ea1p xung quanh vi\u1ec7c l\u1eadp phi\u00ean b\u1ea3n, qu\u1ea3n l\u00fd container v\u00e0 x\u1eed l\u00fd th\u00f4ng tin m\u1eadt \u0111\u1ed3ng th\u1eddi cho ph\u00e9p c\u1ed9ng t\u00e1c gi\u1eefa c\u00e1c nh\u00f3m.<\/p>\n<p><strong>Truy c\u1eadp t\u00ednh to\u00e1n t\u0103ng t\u1ed1c:<\/strong>\u00a0Tri\u1ec3n khai AI Workbench l\u00e0 m\u00f4 h\u00ecnh client-server.\u00a0Giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng Workbench ch\u1ea1y tr\u00ean h\u1ec7 th\u1ed1ng local v\u00e0 giao ti\u1ebfp v\u1edbi D\u1ecbch v\u1ee5 Workbench t\u1eeb xa.\u00a0C\u1ea3 giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng v\u00e0 d\u1ecbch v\u1ee5 \u0111\u1ec1u ch\u1ea1y local tr\u00ean t\u00e0i nguy\u00ean ch\u00ednh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, ch\u1eb3ng h\u1ea1n nh\u01b0 laptop l\u00e0m vi\u1ec7c.\u00a0D\u1ecbch v\u1ee5 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t tr\u00ean c\u00e1c m\u00e1y t\u1eeb xa c\u00f3 th\u1ec3 truy c\u1eadp th\u00f4ng qua k\u1ebft n\u1ed1i SSH.\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c nh\u00f3m b\u1eaft \u0111\u1ea7u ph\u00e1t tri\u1ec3n tr\u00ean t\u00e0i nguy\u00ean t\u00ednh to\u00e1n local trong c\u00e1c m\u00e1y tr\u1ea1m c\u1ee7a h\u1ecd v\u00e0 chuy\u1ec3n sang t\u00e0i nguy\u00ean data center ho\u1eb7c cloud khi c\u00e1c job \u0111\u00e0o t\u1ea1o l\u1edbn h\u01a1n.<\/p>\n<h2>NVIDIA AI Workbench \u0111ang ho\u1ea1t \u0111\u1ed9ng<\/h2>\n<p>T\u1ea1i SIGGRAPH 2023, ch\u00fang t\u00f4i \u0111\u00e3 ch\u1ee9ng minh s\u1ee9c m\u1ea1nh c\u1ee7a AI Workbench \u0111\u1ec3 t\u00f9y bi\u1ebfn Generative AI tr\u00ean c\u1ea3 quy tr\u00ecnh c\u00f4ng vi\u1ec7c v\u0103n b\u1ea3n v\u00e0 h\u00ecnh \u1ea3nh.<\/p>\n<h3>T\u1ea1o h\u00ecnh \u1ea3nh t\u00f9y bi\u1ebfn v\u1edbi Stable Diffusion XL<\/h3>\n<p>M\u1eb7c d\u00f9 c\u00e1c \u1ee9ng d\u1ee5ng Gradio tr\u00ean c\u00e1c d\u1ecbch v\u1ee5 nh\u01b0 Hugging Face Spaces cung c\u1ea5p kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c one-click v\u1edbi c\u00e1c m\u00f4 h\u00ecnh nh\u01b0\u00a0<a href=\"https:\/\/stablediffusionweb.com\/StableDiffusionXL\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">Stable Diffusion XL<\/a>, nh\u01b0ng \u0111\u1ec3 c\u00e1c m\u00f4 h\u00ecnh v\u00e0 \u1ee9ng d\u1ee5ng n\u00e0y ch\u1ea1y \u1edf local c\u00f3 th\u1ec3 kh\u00f3 kh\u0103n.<\/p>\n<p>Ng\u01b0\u1eddi d\u00f9ng ph\u1ea3i thi\u1ebft l\u1eadp m\u00f4i tr\u01b0\u1eddng local b\u1eb1ng ph\u1ea7n m\u1ec1m NVIDIA th\u00edch h\u1ee3p, ch\u1eb3ng h\u1ea1n nh\u01b0 NVIDIA TensorRT v\u00e0 NVIDIA Triton.\u00a0Sau \u0111\u00f3, h\u1ecd c\u1ea7n c\u00e1c m\u00f4 h\u00ecnh t\u1eeb Hugging Face, code t\u1eeb GitHub v\u00e0 c\u00e1c container t\u1eeb NVIDIA NGC.\u00a0Cu\u1ed1i c\u00f9ng, h\u1ecd ph\u1ea3i c\u1ea5u h\u00ecnh container, x\u1eed l\u00fd c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 JupyterLab v\u00e0 \u0111\u1ea3m b\u1ea3o GPU c\u1ee7a h\u1ecd h\u1ed7 tr\u1ee3 k\u00edch th\u01b0\u1edbc c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n<p>Ch\u1ec9 khi \u0111\u00f3 h\u1ecd m\u1edbi s\u1eb5n s\u00e0ng b\u1eaft tay v\u00e0o c\u00f4ng vi\u1ec7c.\u00a0\u0110\u00f3 l\u00e0 r\u1ea5t nhi\u1ec1u vi\u1ec7c ph\u1ea3i l\u00e0m, ngay c\u1ea3 \u0111\u1ed1i v\u1edbi c\u00e1c chuy\u00ean gia.<\/p>\n<p>AI Workbench gi\u00fap d\u1ec5 d\u00e0ng \u200cho\u00e0n th\u00e0nh to\u00e0n b\u1ed9 quy tr\u00ecnh b\u1eb1ng vi\u1ec7c clone m\u1ed9t d\u1ef1 \u00e1n Workbench t\u1eeb GitHub.\u00a0V\u00ed d\u1ee5 sau \u0111\u00e2y ph\u00e1c th\u1ea3o c\u00e1c b\u01b0\u1edbc m\u00e0 nh\u00f3m c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 th\u1ef1c hi\u1ec7n khi t\u1ea1o h\u00ecnh \u1ea3nh Toy Jensen.<\/p>\n<p>Ch\u00fang t\u00f4i b\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1ch m\u1edf AI Workbench tr\u00ean PC v\u00e0 clone m\u1ed9t repo v\u1edbi URL.\u00a0Thay v\u00ec ch\u1ea1y\u00a0Jupyter Notebook\u00a0local, ch\u00fang t\u00f4i \u0111\u00e3 m\u1edf n\u00f3 tr\u00ean m\u1ed9t m\u00e1y tr\u1ea1m t\u1eeb xa v\u1edbi nhi\u1ec1u GPU h\u01a1n.\u00a0Trong AI Workbench, b\u1ea1n c\u00f3 th\u1ec3 ch\u1ecdn m\u00e1y tr\u1ea1m c\u1ee7a m\u00ecnh v\u00e0 m\u1edf Jupyter Notebook.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64d6e57786891.png\" alt=\"\" width=\"549\" height=\"323\" \/><\/p>\n<p><em>H\u00ecnh 2. Screenshot hi\u1ec3n th\u1ecb AI Workbench ch\u1ea1y tr\u00ean Jupyter Notebook<\/em><\/p>\n<p>Trong Jupyter Notebook, ch\u00fang t\u00f4i \u0111\u00e3 t\u1ea3i m\u00f4 h\u00ecnh Stable Diffusion XL \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc t\u1eeb Hugging Face v\u00e0 y\u00eau c\u1ea7u n\u00f3 t\u1ea1o ra h\u00ecnh \u1ea3nh \u201cToy Jensen trong kh\u00f4ng gian\u201d.\u00a0Tuy nhi\u00ean, d\u1ef1a tr\u00ean h\u00ecnh \u1ea3nh \u0111\u1ea7u ra (output image), m\u00f4 h\u00ecnh kh\u00f4ng bi\u1ebft Toy Jensen l\u00e0 ai.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64d6e5795fba0.png\" alt=\"\" \/><\/p>\n<p><em>H\u00ecnh 3. Screenshot hi\u1ec3n th\u1ecb AI Workbench ch\u1ea1y Jupyter Notebook v\u1edbi output t\u1eeb m\u00f4 h\u00ecnh Stable Diffusion XL<\/em><\/p>\n<p>Vi\u1ec7c s\u1eed d\u1ee5ng DreamBooth \u0111\u1ec3 tinh ch\u1ec9nh m\u00f4 h\u00ecnh, cho ph\u00e9p ch\u00fang t\u00f4i c\u00e1 nh\u00e2n h\u00f3a n\u00f3 theo m\u1ed9t ch\u1ee7 \u0111\u1ec1 quan t\u00e2m c\u1ee5 th\u1ec3.\u00a0Trong tr\u01b0\u1eddng h\u1ee3p c\u1ee7a Toy Jensen, ch\u00fang t\u00f4i \u0111\u00e3 s\u1eed d\u1ee5ng 8 b\u1ee9c \u1ea3nh c\u1ee7a Toy Jensen \u0111\u1ec3 tinh ch\u1ec9nh m\u00f4 h\u00ecnh v\u00e0 thu \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 t\u1ed1t.\u00a0B\u00e2y gi\u1edd ch\u00fang t\u00f4i s\u1eb5n s\u00e0ng \u0111\u1ec3 ch\u1ea1y l\u1ea1i suy lu\u1eadn v\u1edbi giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng.\u00a0Gi\u1edd \u0111\u00e2y, m\u00f4 h\u00ecnh \u0111\u00e3 bi\u1ebft Toy Jensen tr\u00f4ng nh\u01b0 th\u1ebf n\u00e0o v\u00e0 c\u00f3 th\u1ec3 t\u1ea1o ra nh\u1eefng b\u1ee9c \u1ea3nh \u0111\u1eb9p h\u01a1n, nh\u01b0 trong <em>H\u00ecnh 4<\/em>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64d6e57b33193.png\" alt=\"\" \/><\/p>\n<p><em>H\u00ecnh 4. Screenshot hi\u1ec3n th\u1ecb AI Workbench ch\u1ea1y Jupyter Notebook v\u1edbi output t\u1eeb m\u00f4 h\u00ecnh Stable Diffusion XL c\u1ee7a h\u00ecnh \u1ea3nh Toy Jensen sau khi \u0111\u00e0o t\u1ea1o<\/em><\/p>\n<h3>Tinh ch\u1ec9nh Llama 2 cho Y t\u1ebf<\/h3>\n<p>C\u00e1c m\u00f4 h\u00ecnh l\u1edbn h\u01a1n nh\u01b0\u00a0<a href=\"https:\/\/huggingface.co\/meta-llama\/Llama-2-70b-chat-hf\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">Llama 2 70B<\/a>\u00a0y\u00eau c\u1ea7u s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c h\u01a1n m\u1ed9t ch\u00fat cho c\u1ea3 tinh ch\u1ec9nh v\u00e0 suy lu\u1eadn.\u00a0Trong b\u1ea3n demo n\u00e0y, ch\u00fang t\u00f4i c\u1ea7n thi\u1ebft l\u1eadp c\u00e1c GPU trong data center \u0111\u1ec3 c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh m\u00f4 h\u00ecnh.<\/p>\n<p>Th\u00f4ng th\u01b0\u1eddng, c\u00f4ng vi\u1ec7c thi\u1ebft l\u1eadp c\u00e1c m\u00f4i tr\u01b0\u1eddng, k\u1ebft n\u1ed1i d\u1ecbch v\u1ee5, t\u1ea3i xu\u1ed1ng t\u00e0i nguy\u00ean, c\u1ea5u h\u00ecnh container,&#8230; \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n tr\u00ean t\u00e0i nguy\u00ean t\u1eeb xa.\u00a0V\u1edbi AI Workbench, ch\u00fang t\u00f4i ch\u1ec9 ph\u1ea3i clone m\u1ed9t d\u1ef1 \u00e1n t\u1eeb GitHub v\u00e0 nh\u1ea5n Start JupyterLab.<\/p>\n<p>M\u1ee5c ti\u00eau c\u1ee7a b\u1ea3n demo n\u00e0y l\u00e0 s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh Llama-2 \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t chatbot chuy\u00ean d\u1ee5ng cho tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng y t\u1ebf.\u00a0Nh\u00ecn chung, m\u00f4 h\u00ecnh Llama-2 kh\u00f4ng \u0111\u00e1p \u1ee9ng t\u1ed1t c\u00e1c c\u00e2u h\u1ecfi y t\u1ebf v\u1ec1 t\u00e0i li\u1ec7u nghi\u00ean c\u1ee9u, v\u00ec v\u1eady ch\u00fang t\u00f4i ph\u1ea3i t\u00f9y ch\u1ec9nh m\u00f4 h\u00ecnh.<\/p>\n<p>B\u1eaft \u0111\u1ea7u tr\u00ean laptop, ch\u00fang t\u00f4i k\u1ebft n\u1ed1i v\u1edbi 8 GPU NVIDIA L40 ch\u1ea1y trong data center ho\u1eb7c cloud.\u00a0C\u00e1c d\u1ef1 \u00e1n local \u0111\u01b0\u1ee3c migrate sang m\u1ed9t m\u00e1y t\u1eeb xa nh\u1edd s\u1eed d\u1ee5ng AI Workbench.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64d6e57c87005.png\" alt=\"\" \/><\/p>\n<p><em>H\u00ecnh 5. Screenshot hi\u1ec3n th\u1ecb AI Workbench t\u00f9y ch\u1ec9nh m\u00f4 h\u00ecnh Llama 2 v\u1edbi d\u1eef li\u1ec7u t\u1eeb b\u1ed9 d\u1eef li\u1ec7u PubMedQA<\/em><\/p>\n<p>T\u1eeb AI Workbench, m\u1ed9t m\u00f4i tr\u01b0\u1eddng Jupyter \u0111\u01b0\u1ee3c kh\u1edfi ch\u1ea1y v\u00e0 bao g\u1ed3m P-tuning notebook, n\u01a1i ch\u00fang t\u00f4i t\u1ea3i m\u00f4 h\u00ecnh Llama-2 \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc.<\/p>\n<p>Ti\u1ebfp theo, ch\u00fang t\u00f4i s\u1eed d\u1ee5ng NeMo \u0111\u1ec3 P-tune n\u00f3 v\u1edbi b\u1ed9 d\u1eef li\u1ec7u PubMedQA m\u00e3 ngu\u1ed3n m\u1edf.\u00a0Sau \u0111\u00f3, ch\u00fang t\u00f4i m\u1edf giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng \u0111\u1ec3 ch\u1ea1y l\u1ea1i suy lu\u1eadn v\u00e0 gi\u1edd \u0111\u00e2y, m\u00f4 h\u00ecnh c\u1ee7a ch\u00fang t\u00f4i tr\u1ea3 l\u1eddi ch\u00ednh x\u00e1c h\u01a1n c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 c\u00e1c b\u1ec7nh ch\u01b0a bi\u1ebft tr\u01b0\u1edbc \u0111\u00e2y d\u1ef1a tr\u00ean b\u1ed1i c\u1ea3nh y t\u1ebf nh\u1ea5t \u0111\u1ecbnh.<\/p>\n<p>V\u1edbi AI Workbench, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng t\u1ea1o ho\u1eb7c clone c\u00e1c d\u1ef1 \u00e1n GenAI c\u00f3 s\u1eb5n \u0111\u1ec3 b\u1eaft \u0111\u1ea7u.\u00a0C\u00e1c developer c\u00f3 th\u1ec3 \u0111i t\u1eeb kh\u00e1m ph\u00e1 ban \u0111\u1ea7u tr\u00ean c\u00e1c m\u00e1y local, cho \u0111\u1ebfn \u0111i\u1ec1u ch\u1ec9nh m\u00f4 h\u00ecnh tr\u00ean m\u00e1y tr\u1ea1m v\u00e0 \u0111\u01b0a v\u00e0o c\u00e1c t\u00e0i nguy\u00ean c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng trong cloud v\u00e0 data center \u0111\u1ec3 \u0111\u00e0o t\u1ea1o theo quy m\u00f4 l\u1edbn.<\/p>\n<h2>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng hi\u1ec7u qu\u1ea3 chi ph\u00ed c\u1ee7a GenAI &#8211; s\u1eed d\u1ee5ng NVIDIA AI Workbench<\/h2>\n<p>Khi c\u00e1c m\u00f4 h\u00ecnh AI ng\u00e0y c\u00e0ng tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p v\u00e0 chuy\u00ean s\u00e2u v\u1ec1 t\u00ednh to\u00e1n, \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ed1i v\u1edbi c\u00e1c developer l\u00e0 ph\u1ea3i c\u00f3 c\u00e1c c\u00f4ng c\u1ee5 ti\u1ebft ki\u1ec7m chi ph\u00ed, cho ph\u00e9p h\u1ecd m\u1edf r\u1ed9ng quy m\u00f4 nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3.\u00a0AI Workbench cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t \u0111\u1ec3 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh v\u00e0 t\u00e0i nguy\u00ean t\u00ednh to\u00e1n d\u00e0nh cho c\u1ed9ng t\u00e1c v\u00e0 tri\u1ec3n khai li\u1ec1n m\u1ea1ch tr\u00ean c\u00e1c m\u00e1y v\u00e0 c\u00e1c m\u00f4i tr\u01b0\u1eddng.\u00a0V\u1edbi n\u1ec1n t\u1ea3ng n\u00e0y, developer thu\u1ed9c m\u1ecdi c\u1ea5p \u0111\u1ed9 k\u1ef9 n\u0103ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh Generative AI c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng, ti\u1ebft ki\u1ec7m chi ph\u00ed.<\/p>\n<p>\u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 AI Workbench ho\u1eb7c \u0111\u0103ng k\u00fd \u0111\u1ec3 \u0111\u01b0\u1ee3c th\u00f4ng b\u00e1o v\u1ec1 kh\u1ea3 n\u0103ng truy c\u1eadp s\u1edbm, h\u00e3y truy c\u1eadp\u00a0trang <a href=\"https:\/\/www.nvidia.com\/en-us\/deep-learning-ai\/solutions\/data-science\/workbench\/\">AI Workbench<\/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=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","protected":false},"excerpt":{"rendered":"<p>Ph&aacute;t tri&#7875;n&nbsp;c&aacute;c m&ocirc; h&igrave;nh v&agrave; &#7913;ng d&#7909;ng Generative AI (GenAI)&nbsp;t&ugrave;y bi&#7871;n l&agrave; m&#7897;t h&agrave;nh tr&igrave;nh, kh&ocirc;ng ph&#7843;i l&agrave; &#273;&iacute;ch &#273;&#7871;n.&nbsp;N&oacute; b&#7855;t &#273;&#7847;u b&#7857;ng vi&#7879;c ch&#7885;n m&#7897;t m&ocirc; h&igrave;nh &#273;&#432;&#7907;c &#273;&agrave;o t&#7841;o tr&#432;&#7899;c (pretrained), ch&#7859;ng h&#7841;n nh&#432;&nbsp;M&ocirc; h&igrave;nh ng&ocirc;n ng&#7919; l&#7899;n (Large Language Model) cho nh&#7919;ng m&#7909;c &#273;&iacute;ch kh&aacute;m ph&aacute; &ndash; sau &#273;&oacute;, c&aacute;c developer th&#432;&#7901;ng&#8230;<\/p>\n","protected":false},"author":29,"featured_media":17099,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[721,1141,1045,1314,166],"class_list":["post-17091","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-developer","tag-genai","tag-generative-ai","tag-nvidia","tag-workstation"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai li\u1ec1n m\u1ea1ch c\u00e1c m\u00f4 h\u00ecnh Generative AI c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng v\u1edbi NVIDIA AI Workbench - 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\/phat-trien-va-trien-khai-lien-mach-cac-mo-hinh-generative-ai-co-the-mo-rong-voi-nvidia-ai-workbench-p17091\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai li\u1ec1n m\u1ea1ch c\u00e1c m\u00f4 h\u00ecnh Generative AI c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng v\u1edbi NVIDIA AI Workbench - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Ph&aacute;t tri&#7875;n&nbsp;c&aacute;c m&ocirc; h&igrave;nh v&agrave; &#7913;ng d&#7909;ng Generative AI (GenAI)&nbsp;t&ugrave;y bi&#7871;n l&agrave; m&#7897;t h&agrave;nh tr&igrave;nh, kh&ocirc;ng ph&#7843;i l&agrave; &#273;&iacute;ch &#273;&#7871;n.&nbsp;N&oacute; b&#7855;t &#273;&#7847;u b&#7857;ng vi&#7879;c ch&#7885;n m&#7897;t m&ocirc; h&igrave;nh &#273;&#432;&#7907;c &#273;&agrave;o t&#7841;o tr&#432;&#7899;c (pretrained), ch&#7859;ng h&#7841;n nh&#432;&nbsp;M&ocirc; h&igrave;nh ng&ocirc;n ng&#7919; l&#7899;n (Large Language Model) cho nh&#7919;ng m&#7909;c &#273;&iacute;ch kh&aacute;m ph&aacute; &ndash; sau &#273;&oacute;, c&aacute;c developer th&#432;&#7901;ng...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-deploy-GenAI.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written 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=\"18 minutes\" \/>\n<script type=\"application\/ld+json\" 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