{"id":14496,"date":"2023-02-08T11:58:48","date_gmt":"2023-02-08T04:58:48","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=14496"},"modified":"2023-02-09T15:28:24","modified_gmt":"2023-02-09T08:28:24","slug":"vinbrain-trien-khai-cac-mo-hinh-ai-y-te-cho-hon-100-benh-vien","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/vinbrain-trien-khai-cac-mo-hinh-ai-y-te-cho-hon-100-benh-vien-p14496\/","title":{"rendered":"VinBrain tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI y t\u1ebf cho h\u01a1n 100 b\u1ec7nh vi\u1ec7n"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><div class=\"entry-meta-social\"><em><strong>H\u1ec7 th\u1ed1ng NVIDIA DGX SuperPOD v\u00e0 n\u1ec1n t\u1ea3ng NVIDIA Clara cho ph\u00e9p VinBrain ph\u00e1t hi\u1ec7n nh\u1eefng b\u1ea5t th\u01b0\u1eddng v\u1ec1 b\u1ec7nh t\u1eadt v\u00e0 \u0111\u1ea9y nhanh th\u1eddi gian ch\u1ea9n \u0111o\u00e1n b\u1eb1ng AI.<\/strong><\/em><\/div>\n<div><\/div>\n<div class=\"entry-content\">\n<p>C\u00e1c b\u00e1c s\u0129 hi\u1ebfm khi \u0111\u01b0a ra ch\u1ea9n \u0111o\u00e1n d\u1ef1a tr\u00ean m\u1ed9t y\u1ebfu t\u1ed1 duy nh\u1ea5t &#8211; h\u1ecd xem x\u00e9t s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c tri\u1ec7u ch\u1ee9ng c\u1ee7a b\u1ec7nh nh\u00e2n, c\u00e1c k\u1ebft qu\u1ea3 x\u00e9t nghi\u1ec7m, b\u00e0i th\u00ed nghi\u1ec7m c\u0169ng nh\u01b0 ti\u1ec1n s\u1eed b\u1ec7nh.<\/p>\n<div id=\"bsf_rt_marker\">\n<div class=\"has-content-area\" data-url=\"https:\/\/blogs.nvidia.com\/blog\/2023\/02\/07\/vietnam-vinbrain-deploys-healthcare-ai\/\" data-title=\"Vietnam\u2019s VinBrain Deploys Healthcare AI Models to 100+ Hospitals\" data-hashtags=\"\">\n<p>VinBrain, m\u1ed9t c\u00f4ng ty kh\u1edfi nghi\u1ec7p v\u1ec1 health-tech (y t\u1ebf c\u00f4ng ngh\u1ec7 cao) t\u1ea1i Vi\u1ec7t Nam, \u0111ang gi\u00fap cho c\u00e1c ch\u1ea9n \u0111o\u00e1n b\u1eb1ng AI c\u00f3 th\u1ec3 mang l\u1ea1i c\u00e1i nh\u00ecn g\u1ea7n nh\u01b0 to\u00e0n di\u1ec7n v\u1ec1 c\u00e1c d\u1ea5u hi\u1ec7u s\u1ed1ng s\u00f3t (vital signs), x\u00e9t nghi\u1ec7m m\u00e1u, h\u00ecnh \u1ea3nh y khoa v\u00e0 r\u1ea5t nhi\u1ec1u v\u1ea5n \u0111\u1ec1 kh\u00e1c.<\/p>\n<p>\u201cD\u1eef li\u1ec7u \u0111a ph\u01b0\u01a1ng th\u1ee9c (multimodal data) l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 mang \u0111\u1ebfn c\u00e1c d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe ch\u00ednh x\u00e1c &#8211; c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3 c\u1ee7a b\u1ec7nh nh\u00e2n\u201d &#8211; Steven Truong, CEO c\u1ee7a VinBrain cho bi\u1ebft.\u00a0\u201cC\u00e1c m\u00f4 h\u00ecnh h\u00ecnh \u1ea3nh y khoa c\u1ee7a ch\u00fang t\u00f4i c\u00f3 th\u1ec3 ph\u00e2n t\u00edch tia X-quang \u1edf ph\u1ea7n ng\u1ef1c v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c quan s\u00e1t t\u1ef1 \u0111\u1ed9ng v\u1ec1 nh\u1eefng ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng \u1edf tim, ph\u1ed5i v\u00e0 x\u01b0\u01a1ng c\u1ee7a b\u1ec7nh nh\u00e2n.&#8221;<\/p>\n<p>\u00d4ng Steven gi\u1ea3i th\u00edch, n\u1ebfu m\u1ed9t m\u00f4 h\u00ecnh AI h\u00ecnh \u1ea3nh y khoa cho bi\u1ebft r\u1eb1ng b\u1ea3n ch\u1ee5p phim c\u1ee7a b\u1ec7nh nh\u00e2n cho th\u1ea5y ph\u1ed5i \u0111\u00f4ng \u0111\u1eb7c, c\u00e1c b\u00e1c s\u0129 c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p ph\u00e2n t\u00edch X-quang v\u1edbi m\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (<a href=\"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/cac-mo-hinh-ngon-ngu-lon-duoc-su-dung-de-lam-gi-p14385\/\">large language model<\/a>), \u0111\u1ecdc h\u1ed3 s\u01a1 s\u1ee9c kh\u1ecfe \u0111\u1ec3 bi\u1ebft b\u1ec7nh nh\u00e2n b\u1ecb s\u1ed1t &#8211; gi\u00fap c\u00e1c b\u00e1c s\u0129 l\u00e2m s\u00e0ng c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh m\u1ed9t ch\u1ea9n \u0111o\u00e1n vi\u00eam ph\u1ed5i r\u00f5 r\u00e0ng v\u00e0\u00a0nhanh h\u01a1n.<\/p>\n<p>\u0110\u01b0\u1ee3c t\u00e0i tr\u1ee3 b\u1edfi Vingroup &#8211; m\u1ed9t trong nh\u1eefng c\u00f4ng ty \u0111\u1ea1i ch\u00fang l\u1edbn nh\u1ea5t Vi\u1ec7t Nam &#8211; VinBrain l\u00e0 n\u01a1i t\u1ea1o ra DrAid, m\u1ed9t ph\u1ea7n m\u1ec1m AI ch\u1ea9n \u0111o\u00e1n b\u1eb1ng X-quang t\u1ef1 \u0111\u1ed9ng duy nh\u1ea5t \u1edf \u0110\u00f4ng Nam \u00c1 v\u00e0 l\u00e0 m\u1ed9t trong nh\u1eefng n\u1ec1n t\u1ea3ng AI \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c FDA th\u00f4ng qua, gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m g\u1ee3i \u00fd v\u1ec1 h\u1ed9i ch\u1ee9ng x\u1eb9p ph\u1ed5i t\u1eeb ch\u1ee5p X-quang ng\u1ef1c.<\/p>\n<p>\u0110\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean b\u1ed9 d\u1eef li\u1ec7u h\u01a1n 2,5 tri\u1ec7u h\u00ecnh \u1ea3nh, DrAid \u0111\u01b0\u1ee3c tri\u1ec3n khai t\u1ea1i h\u01a1n 100 b\u1ec7nh vi\u1ec7n \u1edf Vi\u1ec7t Nam, Myanmar, New Zealand v\u00e0 M\u1ef9. Ph\u1ea7n m\u1ec1m n\u00e0y \u1ee9ng d\u1ee5ng ph\u00e2n t\u00edch AI \u0111\u1ed1i v\u1edbi c\u00e1c h\u00ecnh \u1ea3nh y khoa cho h\u01a1n 120.000 b\u1ec7nh nh\u00e2n m\u1ed7i th\u00e1ng.\u00a0VinBrain c\u0169ng \u0111ang x\u00e2y d\u1ef1ng m\u1ed9t lo\u1ea1t c\u00e1c \u1ee9ng d\u1ee5ng AI kh\u00e1c, bao g\u1ed3m s\u1ea3n ph\u1ea9m ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe t\u1eeb xa gi\u00fap ph\u00e2n t\u00edch k\u1ebft qu\u1ea3 x\u00e9t nghi\u1ec7m trong ph\u00f2ng th\u00ed nghi\u1ec7m, h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n v\u00e0 c\u00e1c h\u1ed3 s\u01a1 s\u1ee9c kh\u1ecfe \u0111i\u1ec7n t\u1eed kh\u00e1c.<\/p>\n<p>C\u00f4ng ty n\u00e0y l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/startups\/\">NVIDIA Inception<\/a>, m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh to\u00e0n c\u1ea7u \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p c\u00e1c ki\u1ebfn \u200b\u200bth\u1ee9c chuy\u00ean m\u00f4n, c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn v\u00e0 h\u1ed7 tr\u1ee3 ti\u1ebfp c\u1eadn th\u1ecb tr\u01b0\u1eddng cho c\u00e1c c\u00f4ng ty m\u1edbi th\u00e0nh l\u1eadp. Team VinBrain c\u0169ng \u0111\u00e3 h\u1ee3p t\u00e1c v\u1edbi Microsoft v\u00e0 v\u1edbi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u h\u1ecdc thu\u1eadt t\u1ea1i \u0110\u1ea1i h\u1ecdc Stanford, \u0110\u1ea1i h\u1ecdc Harvard, \u0110\u1ea1i h\u1ecdc Toronto v\u00e0 \u0110\u1ea1i h\u1ecdc California, San Diego \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 AI c\u1ed1t l\u00f5i c\u1ee7a m\u00ecnh v\u00e0 g\u1eedi c\u00e1c \u1ea5n ph\u1ea9m nghi\u00ean c\u1ee9u t\u1edbi c\u00e1c h\u1ed9i ngh\u1ecb h\u00e0ng \u0111\u1ea7u.<\/p>\n<h2><b>Nhi\u1ec1u m\u00f4 h\u00ecnh, d\u1ec5 tri\u1ec3n khai<\/b><\/h2>\n<p>Team VinBrain \u0111\u00e3 ph\u00e1t tri\u1ec3n h\u01a1n 300 m\u00f4 h\u00ecnh AI x\u1eed l\u00fd gi\u1ecdng n\u00f3i, v\u0103n b\u1ea3n, video v\u00e0 h\u00ecnh \u1ea3nh &#8211; bao g\u1ed3m d\u1eef li\u1ec7u X-quang, CT v\u00e0 MRI.<\/p>\n<p>\u201cL\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe r\u1ea5t ph\u1ee9c t\u1ea1p, v\u00ec v\u1eady quy tr\u00ecnh n\u00e0y y\u00eau c\u1ea7u h\u00e0ng tr\u0103m m\u00f4 h\u00ecnh cho m\u1ed7i b\u01b0\u1edbc, ch\u1eb3ng h\u1ea1n nh\u01b0 ti\u1ec1n x\u1eed l\u00fd, ph\u00e2n \u0111o\u1ea1n, ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng v\u00e0 h\u1eadu x\u1eed l\u00fd&#8221;. \u00d4ng Steven cho bi\u1ebft: \u201cCh\u00fang t\u00f4i mong mu\u1ed1n \u0111\u00f3ng g\u00f3i c\u00e1c m\u00f4 h\u00ecnh n\u00e0y l\u1ea1i v\u1edbi nhau \u0111\u1ec3 m\u1ecdi th\u1ee9 ch\u1ea1y c\u00e1c tr\u00ean <a class=\"iblink\" href=\"\/server\/gpu-system\/\">m\u00e1y ch\u1ee7 GPU<\/a> t\u1ea1i b\u1ec7nh vi\u1ec7n &#8211; t\u01b0\u1ee3ng t\u1ef1 nh\u01b0 chi\u1ebfc t\u1ee7 l\u1ea1nh ho\u1eb7c m\u1ed9t thi\u1ebft b\u1ecb gia d\u1ee5ng.&#8221;<\/p>\n<p>VinBrain g\u1ea7n \u0111\u00e2y \u0111\u00e3 cho ra m\u1eaft DrAid Appliance, m\u1ed9t thi\u1ebft b\u1ecb t\u1ea1i ch\u1ed7, \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi c\u00e1c NVIDIA GPU \u0111\u1ec3 s\u00e0ng l\u1ecdc t\u1ef1 \u0111\u1ed9ng c\u00e1c nghi\u00ean c\u1ee9u h\u00ecnh \u1ea3nh y khoa, c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n n\u0103ng su\u1ea5t c\u1ee7a b\u00e1c s\u0129 l\u00ean t\u1edbi 80%, theo team \u01b0\u1edbc t\u00ednh.<\/p>\n<p>C\u00f4ng ty c\u0169ng cung c\u1ea5p m\u1ed9t gi\u1ea3i ph\u00e1p k\u1ebft h\u1ee3p, trong \u0111\u00f3 h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c x\u1eed l\u00fd tr\u01b0\u1edbc t\u1ea1i bi\u00ean v\u1edbi DrAid Appliance, sau \u0111\u00f3 \u0111\u01b0\u1ee3c g\u1eedi t\u1edbi c\u00e1c\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/gpu-cloud-computing\/\">NVIDIA GPU tr\u00ean cloud<\/a>\u00a0\u0111\u1ec3 x\u1eed l\u00fd b\u1edfi c\u00e1c workload c\u00f3 n\u0103ng l\u1ef1c cao h\u01a1n r\u1ea5t nhi\u1ec1u.<\/p>\n<p>M\u1ed9t c\u00e1ch kh\u00e1c \u0111\u1ec3 truy c\u1eadp ph\u1ea7n m\u1ec1m DrAid c\u1ee7a VinBrain l\u00e0 th\u00f4ng qua\u00a0<a href=\"https:\/\/ferrumhealth.com\/case-study\/vinbrain-case-study-ai-assists-in-follow-up-of-pneumothroax-patients\/\" target=\"_blank\" rel=\"noopener\">Ferrum Health<\/a>, m\u1ed9t c\u00f4ng ty thu\u1ed9c NVIDIA Inception \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t n\u1ec1n t\u1ea3ng an to\u00e0n \u0111\u1ec3 gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng AI trong c\u00e1c l\u0129nh v\u1ef1c tr\u1ecb li\u1ec7u.<\/p>\n<h2><b>T\u0103ng t\u1ed1c \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn AI<\/b><b><br \/>\n<\/b><\/h2>\n<p>VinBrain \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI c\u1ee7a m\u00ecnh &#8211; bao g\u1ed3m h\u00ecnh \u1ea3nh y khoa, ph\u00e2n t\u00edch video th\u00f4ng minh, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i t\u1ef1 \u0111\u1ed9ng, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 chuy\u1ec3n v\u0103n b\u1ea3n th\u00e0nh gi\u1ecdng n\u00f3i &#8211; s\u1eed d\u1ee5ng\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/dgx-superpod\/\">NVIDIA DGX SuperPOD<\/a>.\u00a0Vi\u1ec7c \u00e1p d\u1ee5ng <a href=\"https:\/\/thegioimaychu.vn\/search\/?search=dgx\">DGX<\/a> SuperPOD \u0111\u00e3 cho ph\u00e9p VinBrain \u0111\u1ea1t \u0111\u01b0\u1ee3c t\u1ed1c \u0111\u1ed9 g\u1ea7n nh\u01b0 tuy\u1ebfn t\u00ednh \u0111\u1ed1i v\u1edbi \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh, \u0111\u1ea1t t\u1ed1c \u0111\u1ed9 \u0111\u00e0o t\u1ea1o nhanh h\u01a1n 100 l\u1ea7n so v\u1edbi \u0111\u00e0o t\u1ea1o ch\u1ec9 b\u1eb1ng CPU v\u00e0 r\u00fat ng\u1eafn \u0111\u00e1ng k\u1ec3 th\u1eddi gian xoay v\u00f2ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh.<\/p>\n<p>Team \u0111ang s\u1eed d\u1ee5ng gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m t\u1eeb\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/products\/ai-enterprise\/\">NVIDIA AI Enterprise<\/a>, m\u1ed9t gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n cho AI \u1edf c\u1ea5p \u0111\u1ed9 production, bao g\u1ed3m\u00a0n\u1ec1n t\u1ea3ng\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/clara\/\">NVIDIA Clara<\/a>, framework ngu\u1ed3n m\u1edf\u00a0<a href=\"https:\/\/monai.io\/\" target=\"_blank\" rel=\"noopener\">MONAI<\/a>\u00a0d\u00e0nh cho ph\u00e1t tri\u1ec3n h\u00ecnh \u1ea3nh y khoa v\u00e0 conversational AI toolkit c\u00f3 t\u00ean\u00a0<a href=\"https:\/\/developer.nvidia.com\/nvidia-nemo\">NVIDIA NeMo<\/a>\u00a0cho m\u00f4 h\u00ecnh h\u1ed9i tho\u1ea1i (transcription model) c\u1ee7a n\u00f3.<\/p>\n<p>\u201c\u0110\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh AI t\u1ed1t, b\u1ea1n kh\u00f4ng th\u1ec3 ch\u1ec9 \u0111\u00e0o t\u1ea1o m\u1ed9t l\u1ea7n l\u00e0 xong\u201d. \u201c\u0110\u00f3 l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n \u0111\u1ec3 tinh ch\u1ec9nh c\u00e1c m\u1ea1ng n\u01a1-ron nh\u00e2n t\u1ea1o.&#8221; &#8211; \u00f4ng Steven cho hay.<\/p>\n<p>VinBrain \u0111\u00e3 thi\u1ebft l\u1eadp m\u1ed9t quy tr\u00ecnh x\u00e1c th\u1ef1c ban \u0111\u1ea7u cho c\u00e1c d\u1ef1 \u00e1n AI: C\u00f4ng ty \u0111\u00e3 th\u1eed nghi\u1ec7m c\u00e1c m\u00f4 h\u00ecnh giai \u0111o\u1ea1n \u0111\u1ea7u tr\u00ean h\u00e0ng ch\u1ee5c b\u1ec7nh vi\u1ec7n \u1edf Vi\u1ec7t Nam \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u hi\u1ec7u su\u1ea5t, thu th\u1eadp ph\u1ea3n h\u1ed3i v\u00e0 tinh ch\u1ec9nh c\u00e1c m\u1ea1ng n\u01a1-ron nh\u00e2n t\u1ea1o c\u1ee7a m\u00ecnh.<\/p>\n<p>Ngo\u00e0i vi\u1ec7c s\u1eed d\u1ee5ng NVIDIA <a href=\"https:\/\/thegioimaychu.vn\/search\/?search=dgx\">DGX<\/a> SuperPOD \u0111\u1ec3 \u0111\u00e0o t\u1ea1o AI, c\u00f4ng ty \u0111\u00e3 s\u1eed d\u1ee5ng c\u00e1c GPU c\u1ee7a NVIDIA \u0111\u1ec3 c\u1ea3i thi\u1ec7n vi\u1ec7c tri\u1ec3n khai v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a run-time. H\u1ecd s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 suy lu\u1eadn\u00a0<a href=\"https:\/\/developer.nvidia.com\/nvidia-triton-inference-server\">NVIDIA Triton<\/a>\u00a0v\u00e0\u00a0<a href=\"https:\/\/developer.nvidia.com\/tensorrt\">NVIDIA TensorRT<\/a>\u00a0\u0111\u1ec3 chu\u1ea9n h\u00f3a qu\u00e1 tr\u00ecnh suy lu\u1eadn cho h\u01a1n h\u00e0ng tr\u0103m m\u00f4 h\u00ecnh AI tr\u00ean c\u00e1c GPU\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/tensor-cores\/\">NVIDIA Tensor Core<\/a> d\u1ef1a tr\u00ean cloud.<\/p>\n<p>\u00d4ng Steven n\u00f3i: \u201cCh\u00fang t\u00f4i chuy\u1ec3n sang c\u00e1c NVIDIA GPU \u0111\u1ec3 suy lu\u1eadn v\u00ec th\u00f4ng l\u01b0\u1ee3ng cao h\u01a1n, th\u1eddi gian ph\u1ea3n h\u1ed3i nhanh h\u01a1n v\u00e0 quan tr\u1ecdng nh\u1ea5t l\u00e0 v\u00ec v\u1ea5n \u0111\u1ec1 chi ph\u00ed.&#8221;<\/p>\n<p>Sau khi chuy\u1ec3n t\u1eeb c\u00e1c CPU sang c\u00e1c GPU NVIDIA Tensor Core, team \u0111\u00e3 c\u00f3 th\u1ec3 t\u0103ng t\u1ed1c suy lu\u1eadn cho AI h\u00ecnh \u1ea3nh y khoa h\u01a1n 3 l\u1ea7n v\u00e0 truy\u1ec1n ph\u00e1t video h\u01a1n 30 l\u1ea7n.<\/p>\n<p>\u00d4ng cho bi\u1ebft: \u201cTrong nh\u1eefng n\u0103m t\u1edbi, ch\u00fang t\u00f4i mu\u1ed1n tr\u1edf th\u00e0nh c\u00f4ng ty h\u00e0ng \u0111\u1ea7u gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 \u0111a ph\u01b0\u01a1ng th\u1ee9c trong d\u1eef li\u1ec7u ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe. B\u1eb1ng vi\u1ec7c s\u1eed d\u1ee5ng AI v\u00e0 \u0111i\u1ec7n to\u00e1n bi\u00ean (edge computing), ch\u00fang t\u00f4i mong mu\u1ed1n c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn c\u1ee7a l\u0129nh v\u1ef1c n\u00e0y, gi\u00fap b\u1ec7nh nh\u00e2n v\u00e0 b\u00e1c s\u0129 tr\u00ean kh\u1eafp c\u00e1c qu\u1ed1c gia c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c nh\u1eefng hi\u1ec3u bi\u1ebft th\u00f4ng minh h\u01a1n.&#8221;<\/p>\n<p>\u0110\u0103ng k\u00fd\u00a0<a href=\"https:\/\/www.nvidia.com\/gtc\/?ncid=partn-650262\">NVIDIA GTC<\/a>, di\u1ec5n ra tr\u1ef1c tuy\u1ebfn t\u1eeb ng\u00e0y 20 \u0111\u1ebfn ng\u00e0y 23 th\u00e1ng 3 n\u00e0y, \u0111\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1\u00a0<a href=\"https:\/\/www.nvidia.com\/gtc\/sessions\/healthcare\/\">AI trong ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe<\/a>.<\/p>\n<p><em>Theo\u00a0<\/em>NVIDIA<\/p>\n<\/div>\n<\/div>\n<\/div>\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=22575\">H\u01b0\u1edbng d\u1eabn c\u1eadp nh\u1eadt firmware cho NVIDIA DGX H100\/H200<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20268\">So s\u00e1nh c\u00e1c th\u1ebf h\u1ec7 GPU Tensor Core \u0111\u1ea7u b\u1ea3ng c\u1ee7a NVIDIA: B200, B100, H200, H100, A100<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21780\">NVIDIA DGX Spark: Gi\u1ea3i ph\u00f3ng s\u1ee9c m\u1ea1nh AI, ngay tr\u00ean b\u00e0n l\u00e0m vi\u1ec7c!<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21458\">MSI ra m\u1eaft c\u00e1c gi\u1ea3i ph\u00e1p AI th\u1ebf h\u1ec7 m\u1edbi d\u1ef1a tr\u00ean NVIDIA MGX v\u00e0 DGX Station<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21246\">NVIDIA DGX B300: Ki\u1ebfn t\u1ea1o cho k\u1ef7 nguy\u00ean AI Factory th\u1ebf h\u1ec7 m\u1edbi<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21232\">NVIDIA Dynamo &#8211; Th\u01b0 vi\u1ec7n ngu\u1ed3n m\u1edf t\u0103ng t\u1ed1c v\u00e0 m\u1edf r\u1ed9ng c\u00e1c m\u00f4 h\u00ecnh l\u00fd lu\u1eadn AI<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>H&#7879; th&#7889;ng NVIDIA DGX SuperPOD v&agrave; n&#7873;n t&#7843;ng NVIDIA Clara cho ph&eacute;p VinBrain ph&aacute;t hi&#7879;n nh&#7919;ng b&#7845;t th&#432;&#7901;ng v&#7873; b&#7879;nh t&#7853;t v&agrave; &#273;&#7849;y nhanh th&#7901;i gian ch&#7849;n &#273;o&aacute;n b&#7857;ng AI. C&aacute;c b&aacute;c s&#297; hi&#7871;m khi &#273;&#432;a ra ch&#7849;n &#273;o&aacute;n d&#7921;a tr&ecirc;n m&#7897;t y&#7871;u t&#7889; duy nh&#7845;t &ndash; h&#7885; xem x&eacute;t s&#7921; k&#7871;t h&#7907;p c&#7911;a nhi&#7873;u&#8230;<\/p>\n","protected":false},"author":29,"featured_media":14501,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[1364,416,98,544,985,554],"class_list":["post-14496","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-dgx","tag-healthcare","tag-inference","tag-superpod","tag-training","tag-vinbrain"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>VinBrain tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI y t\u1ebf cho h\u01a1n 100 b\u1ec7nh vi\u1ec7n - 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\/vinbrain-trien-khai-cac-mo-hinh-ai-y-te-cho-hon-100-benh-vien-p14496\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"VinBrain tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI y t\u1ebf cho h\u01a1n 100 b\u1ec7nh vi\u1ec7n - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"H&#7879; th&#7889;ng NVIDIA DGX SuperPOD v&agrave; n&#7873;n t&#7843;ng NVIDIA Clara cho ph&eacute;p VinBrain ph&aacute;t hi&#7879;n nh&#7919;ng b&#7845;t th&#432;&#7901;ng v&#7873; b&#7879;nh t&#7853;t v&agrave; &#273;&#7849;y nhanh th&#7901;i gian ch&#7849;n &#273;o&aacute;n b&#7857;ng AI. C&aacute;c b&aacute;c s&#297; hi&#7871;m khi &#273;&#432;a ra ch&#7849;n &#273;o&aacute;n d&#7921;a tr&ecirc;n m&#7897;t y&#7871;u t&#7889; duy nh&#7845;t &ndash; h&#7885; xem x&eacute;t s&#7921; k&#7871;t h&#7907;p c&#7911;a nhi&#7873;u...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/02\/TheGioiMayChu-Blog-Image-vinbrain-healthcare.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=\"10 minutes\" \/>\n<script type=\"application\/ld+json\" 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