{"id":10985,"date":"2021-12-15T00:52:58","date_gmt":"2021-12-15T00:52:58","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=10985"},"modified":"2021-12-15T01:07:45","modified_gmt":"2021-12-15T01:07:45","slug":"federated-learning-voi-nvidia-flare-nen-tang-ai-phoi-hop-cho-linh-vuc-y-te-va-nhieu-nganh-khac","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/federated-learning-voi-nvidia-flare-nen-tang-ai-phoi-hop-cho-linh-vuc-y-te-va-nhieu-nganh-khac-p10985\/","title":{"rendered":"Federated Learning v\u1edbi NVIDIA FLARE: N\u1ec1n t\u1ea3ng &#8220;AI ph\u1ed1i h\u1ee3p&#8221; cho l\u0129nh v\u1ef1c y t\u1ebf v\u00e0 nhi\u1ec1u ng\u00e0nh kh\u00e1c"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><em>B\u1ed9 ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf m\u1edbi c\u1ee7a NVIDIA cung c\u1ea5p n\u1ec1n t\u1ea3ng \u0111i\u1ec7n to\u00e1n chung cho m\u00f4 h\u00ecnh h\u1ecdc t\u1eadp li\u00ean k\u1ebft (Federated Learning), t\u0103ng t\u1ed1c AI trong c\u00e1c l\u0129nh v\u1ef1c bao g\u1ed3m y t\u1ebf, s\u1ea3n xu\u1ea5t v\u00e0 d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh.<\/em><\/p>\n<p>NVIDIA \u0111ang gi\u00fap c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u khai th\u00e1c\u00a0kh\u1ea3 n\u0103ng h\u1ecdc t\u1eadp li\u00ean k\u1ebft\u00a0d\u1ec5 d\u00e0ng h\u01a1n bao gi\u1edd h\u1ebft\u00a0b\u1eb1ng ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf NVIDIA FLARE, m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m gi\u00fap c\u00e1c \u0111\u01a1n v\u1ecb kh\u00e1c nhau c\u1ed9ng t\u00e1c \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh AI m\u1ed9t c\u00e1ch t\u1ed5ng qu\u00e1t h\u01a1n.<\/p>\n<p>H\u1ecdc t\u1eadp li\u00ean k\u1ebft (Federated Learning) l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 \u0111\u1eb7c bi\u1ec7t c\u00f3 l\u1ee3i trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p d\u1eef li\u1ec7u n\u1eb1m r\u1ea3i r\u00e1c, nh\u1ea1y c\u1ea3m ho\u1eb7c thi\u1ebfu t\u00ednh \u0111a d\u1ea1ng.\u00a0Nh\u01b0ng n\u00f3 c\u0169ng h\u1eefu \u00edch cho c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn, c\u00f3 th\u1ec3 b\u1ecb sai l\u1ec7ch b\u1edfi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p thu th\u1eadp d\u1eef li\u1ec7u c\u1ee7a t\u1ed5 ch\u1ee9c ho\u1eb7c theo nh\u00e2n kh\u1ea9u h\u1ecdc c\u1ee7a b\u1ec7nh nh\u00e2n hay kh\u00e1ch h\u00e0ng.<\/p>\n<p>NVIDIA FLARE &#8211; vi\u1ebft t\u1eaft c\u1ee7a Federated Learning Application Runtime Environment &#8211; l\u00e0 c\u00f4ng c\u1ee5 n\u1ec1n t\u1ea3ng\u00a0cho\u00a0ph\u1ea7n m\u1ec1m\u00a0h\u1ecdc t\u1eadp li\u00ean h\u1ee3p c\u1ee7a NVIDIA Clara Train, \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c \u1ee9ng d\u1ee5ng AI trong h\u00ecnh \u1ea3nh y t\u1ebf, ph\u00e2n t\u00edch di truy\u1ec1n, ung th\u01b0 h\u1ecdc v\u00e0 nghi\u00ean c\u1ee9u COVID-19.\u00a0SDK cho ph\u00e9p c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u \u0111i\u1ec1u ch\u1ec9nh quy tr\u00ecnh c\u00f4ng vi\u1ec7c h\u1ecdc m\u00e1y v\u00e0 h\u1ecdc s\u00e2u hi\u1ec7n c\u00f3 c\u1ee7a h\u1ecd th\u00e0nh m\u1ed9t m\u00f4 h\u00ecnh ph\u00e2n t\u00e1n.<\/p>\n<p>Vi\u1ec7c t\u1ea1o ngu\u1ed3n m\u1edf NVIDIA FLARE s\u1ebd trao quy\u1ec1n t\u1ed1t h\u01a1n \u0111\u1ec3 ph\u00e1t tri\u1ec3n AI trong h\u1ea7u h\u1ebft m\u1ecdi l\u0129nh v\u1ef1c b\u1eb1ng c\u00e1ch cung c\u1ea5p cho c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n n\u1ec1n t\u1ea3ng nhi\u1ec1u c\u00f4ng c\u1ee5 h\u01a1n \u0111\u1ec3 t\u00f9y ch\u1ec9nh c\u00e1c gi\u1ea3i ph\u00e1p h\u1ecdc t\u1eadp li\u00ean k\u1ebft c\u1ee7a h\u1ecd.<\/p>\n<p>V\u1edbi b\u1ed9 SDK, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u00f3 th\u1ec3 ch\u1ecdn l\u1ef1a trong s\u1ed1 c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac h\u1ecdc li\u00ean h\u1ee3p kh\u00e1c nhau, \u0111i\u1ec1u ch\u1ec9nh c\u00e1ch ti\u1ebfp c\u1eadn c\u1ee7a h\u1ecd cho c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1eb7c th\u00f9 ng\u00e0nh.\u00a0V\u00e0 c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n n\u1ec1n t\u1ea3ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng NVIDIA FLARE \u0111\u1ec3 cung c\u1ea5p cho kh\u00e1ch h\u00e0ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ph\u00e2n t\u00e1n c\u1ea7n thi\u1ebft \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t \u1ee9ng d\u1ee5ng c\u1ed9ng t\u00e1c \u0111a b\u00ean.<\/p>\n<h2>Quy tr\u00ecnh h\u1ecdc t\u1eadp li\u00ean k\u1ebft linh ho\u1ea1t cho nhi\u1ec1u ng\u00e0nh<\/h2>\n<p>Nh\u1eefng ng\u01b0\u1eddi tham gia h\u1ecdc t\u1eadp li\u00ean k\u1ebft l\u00e0m vi\u1ec7c c\u00f9ng nhau \u0111\u1ec3 \u0111\u00e0o t\u1ea1o ho\u1eb7c \u0111\u00e1nh gi\u00e1 c\u00e1c m\u00f4 h\u00ecnh AI m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i t\u1ed5ng h\u1ee3p ho\u1eb7c trao \u0111\u1ed5i b\u1ed9 d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n c\u1ee7a m\u1ed7i nh\u00f3m.\u00a0NVIDIA FLARE cung c\u1ea5p c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac ph\u00e2n t\u00e1n kh\u00e1c nhau \u0111\u1ec3 th\u1ef1c hi\u1ec7n \u0111i\u1ec1u n\u00e0y, bao g\u1ed3m c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn peer-to-peer, tu\u1ea7n ho\u00e0n v\u00e0 client-server, c\u00f9ng m\u1ed9t s\u1ed1 c\u00e1ch ti\u1ebfp c\u1eadn kh\u00e1c.<\/p>\n<p>S\u1eed d\u1ee5ng k\u1ef9 thu\u1eadt client-server, trong \u0111\u00f3 c\u00e1c th\u00f4ng s\u1ed1 m\u00f4 h\u00ecnh \u0111\u00e3 h\u1ecdc t\u1eeb m\u1ed7i b\u00ean tham gia \u0111\u01b0\u1ee3c g\u1eedi \u0111\u1ebfn m\u1ed9t m\u00e1y ch\u1ee7 chung v\u00e0 t\u1ed5ng h\u1ee3p th\u00e0nh m\u00f4 h\u00ecnh to\u00e0n c\u1ee5c, NVIDIA \u0111\u00e3 d\u1eabn d\u1eaft c\u00e1c d\u1ef1 \u00e1n h\u1ecdc t\u1eadp li\u00ean k\u1ebft gi\u00fap\u00a0ph\u00e2n \u0111o\u1ea1n kh\u1ed1i u tuy\u1ebfn t\u1ee5y,\u00a0ph\u00e2n lo\u1ea1i m\u1eadt \u0111\u1ed9 v\u00fa trong ch\u1ee5p X-quang tuy\u1ebfn v\u00fa\u00a0\u0111\u1ec3 th\u00f4ng b\u00e1o nguy c\u01a1 ung th\u01b0 v\u00fa, v\u00e0\u00a0d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u oxy cho b\u1ec7nh nh\u00e2n COVID.<\/p>\n<p>Ki\u1ebfn tr\u00fac client-server c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho hai d\u1ef1 \u00e1n h\u1ecdc t\u1eadp li\u00ean k\u1ebft s\u1eed d\u1ee5ng NVIDIA FLARE: NVIDIA \u0111\u00e3 l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1ea1i\u00a0Roche Digital Pathology \u0111\u1ec3 ch\u1ea1y m\u1ed9t m\u00f4 ph\u1ecfng n\u1ed9i b\u1ed9 th\u00e0nh c\u00f4ng b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng to\u00e0n b\u1ed9 h\u00ecnh \u1ea3nh chung \u0111\u1ec3 ph\u00e2n lo\u1ea1i v\u00e0 c\u00f9ng v\u1edbi Erasmus Medical Center c\u00f3 tr\u1ee5 s\u1edf t\u1ea1i H\u00e0 Lan cho m\u1ed9t \u1ee9ng d\u1ee5ng AI x\u00e1c \u0111\u1ecbnh c\u00e1c bi\u1ebfn th\u1ec3 di truy\u1ec1n\u00a0li\u00ean quan \u0111\u1ebfn c\u00e1c tr\u01b0\u1eddng h\u1ee3p t\u00e2m th\u1ea7n ph\u00e2n li\u1ec7t.<\/p>\n<p>Nh\u01b0ng kh\u00f4ng ph\u1ea3i m\u1ecdi \u1ee9ng d\u1ee5ng h\u1ecdc t\u1eadp li\u00ean k\u1ebft \u0111\u1ec1u ph\u00f9 h\u1ee3p v\u1edbi c\u00e1ch ti\u1ebfp c\u1eadn client-server.\u00a0B\u1eb1ng c\u00e1ch h\u1ed7 tr\u1ee3 c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac b\u1ed5 sung, NVIDIA FLARE s\u1ebd gi\u00fap vi\u1ec7c h\u1ecdc t\u1eadp li\u00ean k\u1ebft c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn b\u1edfi nhi\u1ec1u lo\u1ea1i \u1ee9ng d\u1ee5ng h\u01a1n.\u00a0C\u00e1c \u1ee9ng d\u1ee5ng ti\u1ec1m n\u0103ng bao g\u1ed3m gi\u00fap c\u00e1c c\u00f4ng ty n\u0103ng l\u01b0\u1ee3ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ecba ch\u1ea5n v\u00e0 c\u00e1c gi\u1ebfng khoan, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nh\u00e0 m\u00e1y v\u00e0 c\u00e1c c\u00f4ng ty t\u00e0i ch\u00ednh c\u1ea3i thi\u1ec7n m\u00f4 h\u00ecnh ph\u00e1t hi\u1ec7n gian l\u1eadn.<\/p>\n<h2>NVIDIA FLARE t\u00edch h\u1ee3p v\u1edbi n\u1ec1n t\u1ea3ng AI ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe<\/h2>\n<p>NVIDIA FLARE c\u00f3 th\u1ec3 t\u00edch h\u1ee3p v\u1edbi c\u00e1c s\u00e1ng ki\u1ebfn \u200b\u200bAI hi\u1ec7n c\u00f3,\u00a0bao g\u1ed3m khung MONAI m\u00e3 ngu\u1ed3n m\u1edf\u00a0cho h\u00ecnh \u1ea3nh y t\u1ebf.<\/p>\n<p>\u201cNVIDIA FLARE ngu\u1ed3n m\u1edf \u0111\u1ec3 \u0111\u1ea9y nhanh nghi\u00ean c\u1ee9u h\u1ecdc t\u1eadp li\u00ean k\u1ebft l\u00e0 \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, n\u01a1i quy\u1ec1n truy c\u1eadp v\u00e0o b\u1ed9 d\u1eef li\u1ec7u \u0111a t\u1ed5 ch\u1ee9c l\u00e0 r\u1ea5t quan tr\u1ecdng, tuy nhi\u00ean nh\u1eefng lo ng\u1ea1i v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a b\u1ec7nh nh\u00e2n c\u00f3 th\u1ec3 h\u1ea1n ch\u1ebf kh\u1ea3 n\u0103ng chia s\u1ebb d\u1eef li\u1ec7u,\u201d Ti\u1ebfn s\u0129 Jayashree Kalapathy, c\u1ed9ng s\u1ef1. gi\u00e1o s\u01b0 X quang t\u1ea1i Tr\u01b0\u1eddng Y Harvard v\u00e0 l\u00e3nh \u0111\u1ea1o\u00a0nh\u00f3m l\u00e0m vi\u1ec7c li\u00ean k\u1ebft h\u1ecdc t\u1eadp c\u1ee7a c\u1ed9ng \u0111\u1ed3ng\u00a0MONAI.\u00a0\u201cCh\u00fang t\u00f4i r\u1ea5t vui \u0111\u01b0\u1ee3c \u0111\u00f3ng g\u00f3p cho NVIDIA FLARE v\u00e0 ti\u1ebfp t\u1ee5c t\u00edch h\u1ee3p v\u1edbi MONAI \u0111\u1ec3 th\u00fac \u0111\u1ea9y c\u00e1c gi\u1edbi h\u1ea1n c\u1ee7a nghi\u00ean c\u1ee9u h\u00ecnh \u1ea3nh y t\u1ebf.\u201d<\/p>\n<p>NVIDIA FLARE c\u0169ng s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p h\u1ecdc t\u1eadp li\u00ean k\u1ebft t\u1ea1i:<\/p>\n<ul>\n<li><strong>American College of Radiology (ACR):<\/strong>\u00a0Hi\u1ec7p h\u1ed9i y t\u1ebf \u0111\u00e3 l\u00e0m vi\u1ec7c v\u1edbi NVIDIA v\u1ec1 c\u00e1c nghi\u00ean c\u1ee9u h\u1ecdc t\u1eadp li\u00ean h\u1ee3p \u00e1p d\u1ee5ng AI v\u00e0o h\u00ecnh \u1ea3nh X quang cho c\u00e1c \u1ee9ng d\u1ee5ng ung th\u01b0 v\u00fa v\u00e0 COVID-19.\u00a0N\u00f3 c\u00f3 k\u1ebf ho\u1ea1ch ph\u00e2n ph\u1ed1i NVIDIA FLARE trong\u00a0ACR AI-LAB\u00a0, m\u1ed9t n\u1ec1n t\u1ea3ng ph\u1ea7n m\u1ec1m c\u00f3 s\u1eb5n cho h\u00e0ng ch\u1ee5c ngh\u00ecn th\u00e0nh vi\u00ean c\u1ee7a x\u00e3 h\u1ed9i.<\/li>\n<li><strong>Flywheel:<\/strong>\u00a0N\u1ec1n t\u1ea3ng Flywheel Exchange c\u1ee7a c\u00f4ng ty cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp v\u00e0 chia s\u1ebb d\u1eef li\u1ec7u v\u00e0 thu\u1eadt to\u00e1n cho nghi\u00ean c\u1ee9u y sinh, qu\u1ea3n l\u00fd c\u00e1c d\u1ef1 \u00e1n li\u00ean k\u1ebft \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 \u0111\u00e0o t\u1ea1o, \u0111\u1ed3ng th\u1eddi ch\u1ecdn gi\u1ea3i ph\u00e1p h\u1ecdc li\u00ean h\u1ee3p \u01b0a th\u00edch c\u1ee7a h\u1ecd &#8211; bao g\u1ed3m c\u1ea3 NVIDIA FLARE.<\/li>\n<li><strong>T\u1ed5ng c\u00f4ng ty D\u1ecbch v\u1ee5 Web \u0110\u00e0i Loan:<\/strong> C\u00f4ng ty cung c\u1ea5p n\u1ec1n t\u1ea3ng MLOps h\u1ed7 tr\u1ee3 GPU cho ph\u00e9p kh\u00e1ch h\u00e0ng ch\u1ea1y h\u1ecdc li\u00ean k\u1ebft d\u1ef1a tr\u00ean NVIDIA FLARE.\u00a0N\u0103m d\u1ef1 \u00e1n h\u00ecnh \u1ea3nh y t\u1ebf hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c ti\u1ebfn h\u00e0nh tr\u00ean c\u1ee5m t\u01b0 nh\u00e2n c\u1ee7a c\u00f4ng ty, m\u1ed7i d\u1ef1 \u00e1n c\u00f3 m\u1ed9t s\u1ed1 b\u1ec7nh vi\u1ec7n tham gia.<\/li>\n<li><strong>Rhino Health:<\/strong> \u0110\u1ed1i t\u00e1c v\u00e0 th\u00e0nh vi\u00ean c\u1ee7a\u00a0ch\u01b0\u01a1ng tr\u00ecnh\u00a0NVIDIA Inception\u00a0\u0111\u00e3 t\u00edch h\u1ee3p NVIDIA FLARE v\u00e0o gi\u1ea3i ph\u00e1p h\u1ecdc t\u1eadp li\u00ean h\u1ee3p c\u1ee7a m\u00ecnh, \u0111i\u1ec1u n\u00e0y \u0111ang gi\u00fap c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1ea1i B\u1ec7nh vi\u1ec7n \u0110a khoa Massachusetts ph\u00e1t tri\u1ec3n m\u1ed9t m\u00f4 h\u00ecnh AI gi\u00fap ch\u1ea9n \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n ch\u1ee9ng ph\u00ecnh \u0111\u1ed9ng m\u1ea1ch n\u00e3o v\u00e0 c\u00e1c chuy\u00ean gia t\u1ea1i Vi\u1ec7n Ph\u00e1t hi\u1ec7n S\u1edbm c\u1ee7a Vi\u1ec7n Ung th\u01b0 Qu\u1ed1c gia M\u1ea1ng l\u01b0\u1edbi Nghi\u00ean c\u1ee9u ph\u00e1t tri\u1ec3n v\u00e0 x\u00e1c nh\u1eadn c\u00e1c m\u00f4 h\u00ecnh AI h\u00ecnh \u1ea3nh y t\u1ebf x\u00e1c \u0111\u1ecbnh c\u00e1c d\u1ea5u hi\u1ec7u s\u1edbm c\u1ee7a ung th\u01b0 tuy\u1ebfn t\u1ee5y.<\/li>\n<\/ul>\n<p>Ti\u1ebfn s\u0129 Ittai Dayan, ng\u01b0\u1eddi s\u00e1ng l\u1eadp Rhino Health, cho bi\u1ebft: \u201c\u0110\u1ec3 h\u1ee3p t\u00e1c hi\u1ec7u qu\u1ea3 v\u00e0 hi\u1ec7u qu\u1ea3, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe c\u1ea7n m\u1ed9t n\u1ec1n t\u1ea3ng chung \u0111\u1ec3 ph\u00e1t tri\u1ec3n AI m\u00e0 kh\u00f4ng c\u00f3 nguy c\u01a1 vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a b\u1ec7nh nh\u00e2n.\u00a0\u201cGi\u1ea3i ph\u00e1p &#8216;H\u1ecdc t\u1eadp li\u00ean k\u1ebft nh\u01b0 m\u1ed9t n\u1ec1n t\u1ea3ng&#8217; c\u1ee7a Rhino Health, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u1edbi NVIDIA FLARE, s\u1ebd l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 h\u1eefu \u00edch gi\u00fap \u0111\u1ea9y nhanh t\u00e1c \u0111\u1ed9ng c\u1ee7a AI trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe.&#8221;<\/p>\n<p><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/ytmwx1V0XK0?feature=oembed\" width=\"560\" height=\"315\" frameborder=\"0\" data-mce-fragment=\"1\"><\/iframe><\/p>\n<p>B\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u vi\u1ec7c th\u1eed nghi\u1ec7m vi\u1ec7c h\u1ecdc li\u00ean k\u1ebft b\u1eb1ng c\u00e1ch t\u1ea3i xu\u1ed1ng\u00a0NVIDIA FLARE t\u1ea1i: <a href=\"https:\/\/github.com\/nvidia\/nvFlare\">https:\/\/github.com\/nvidia\/nvFlare<\/a><\/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>B&#7897; ph&#7847;n m&#7873;m ngu&#7891;n m&#7903; m&#7899;i c&#7911;a NVIDIA cung c&#7845;p n&#7873;n t&#7843;ng &#273;i&#7879;n to&aacute;n chung cho m&ocirc; h&igrave;nh h&#7885;c t&#7853;p li&ecirc;n k&#7871;t (Federated Learning), t&#259;ng t&#7889;c AI trong c&aacute;c l&#297;nh v&#7921;c bao g&#7891;m y t&#7871;, s&#7843;n xu&#7845;t v&agrave; d&#7883;ch v&#7909; t&agrave;i ch&iacute;nh. NVIDIA &#273;ang gi&uacute;p c&aacute;c nh&agrave; nghi&ecirc;n c&#7913;u khai th&aacute;c&nbsp;kh&#7843; n&#259;ng h&#7885;c t&#7853;p li&ecirc;n&#8230;<\/p>\n","protected":false},"author":2,"featured_media":10987,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[510,1314],"class_list":["post-10985","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-federated-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>Federated Learning v\u1edbi NVIDIA FLARE: N\u1ec1n t\u1ea3ng &quot;AI ph\u1ed1i h\u1ee3p&quot; cho l\u0129nh v\u1ef1c y t\u1ebf v\u00e0 nhi\u1ec1u ng\u00e0nh kh\u00e1c - 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\/federated-learning-voi-nvidia-flare-nen-tang-ai-phoi-hop-cho-linh-vuc-y-te-va-nhieu-nganh-khac-p10985\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Federated Learning v\u1edbi NVIDIA FLARE: N\u1ec1n t\u1ea3ng &quot;AI ph\u1ed1i h\u1ee3p&quot; cho l\u0129nh v\u1ef1c y t\u1ebf v\u00e0 nhi\u1ec1u ng\u00e0nh kh\u00e1c - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"B&#7897; ph&#7847;n m&#7873;m ngu&#7891;n m&#7903; m&#7899;i c&#7911;a NVIDIA cung c&#7845;p n&#7873;n t&#7843;ng &#273;i&#7879;n to&aacute;n chung cho m&ocirc; h&igrave;nh h&#7885;c t&#7853;p li&ecirc;n k&#7871;t (Federated Learning), t&#259;ng t&#7889;c AI trong c&aacute;c l&#297;nh v&#7921;c bao g&#7891;m y t&#7871;, s&#7843;n xu&#7845;t v&agrave; d&#7883;ch v&#7909; t&agrave;i ch&iacute;nh. NVIDIA &#273;ang gi&uacute;p c&aacute;c nh&agrave; nghi&ecirc;n c&#7913;u khai th&aacute;c&nbsp;kh&#7843; n&#259;ng h&#7885;c t&#7853;p li&ecirc;n...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/12\/tgmc-blog-61b753e4a16ce.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=\"10 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/federated-learning-voi-nvidia-flare-nen-tang-ai-phoi-hop-cho-linh-vuc-y-te-va-nhieu-nganh-khac-p10985\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/federated-learning-voi-nvidia-flare-nen-tang-ai-phoi-hop-cho-linh-vuc-y-te-va-nhieu-nganh-khac-p10985\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"Federated Learning v\u1edbi NVIDIA FLARE: N\u1ec1n t\u1ea3ng &#8220;AI ph\u1ed1i h\u1ee3p&#8221; 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