{"id":8501,"date":"2021-03-18T07:30:35","date_gmt":"2021-03-18T07:30:35","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=8501"},"modified":"2021-03-18T07:30:35","modified_gmt":"2021-03-18T07:30:35","slug":"vi-sao-tuong-lai-cua-linh-vuc-y-te-nam-o-ai-lien-ket-federated-ai","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/vi-sao-tuong-lai-cua-linh-vuc-y-te-nam-o-ai-lien-ket-federated-ai-p8501\/","title":{"rendered":"V\u00ec sao t\u01b0\u01a1ng lai c\u1ee7a l\u0129nh v\u1ef1c y t\u1ebf n\u1eb1m \u1edf AI Li\u00ean k\u1ebft &#8211; Federated AI?"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>D\u1eef li\u1ec7u ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe l\u00e0 m\u1ed9t t\u00e0i s\u1ea3n v\u00f4 c\u00f9ng qu\u00fd gi\u00e1. Vi\u1ec7c \u0111\u1ea3m b\u1ea3o \u0111\u1ec3 n\u00f3 \u0111\u01b0\u1ee3c l\u01b0u gi\u1eef ri\u00eang t\u01b0 v\u00e0 an to\u00e0n l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u \u0111\u1ed1i v\u1edbi m\u1ecdi \u0111\u01a1n v\u1ecb.\u00a0Nh\u01b0ng khi \u0111\u1ea1i d\u1ecbch Covid-19 d\u1eabn \u0111\u1ebfn nhi\u1ec1u \u0111\u1ee3t ki\u1ec3m tra v\u00e0 th\u0103m kh\u00e1m b\u1ec7nh nh\u00e2n h\u01a1n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n t\u1eeb xa &#8211; telehealth, th\u00ec vi\u1ec7c m\u1ea5t ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u \u0111\u00f3 c\u00e0ng tr\u1edf n\u00ean hi\u1ec7n h\u1eefu.<\/p>\n<p>Th\u1eadt ra, c\u00f3 nhi\u1ec1u l\u1ef1a ch\u1ecdn t\u1ed1t h\u01a1n \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u y t\u1ebf c\u1ee7a b\u1ec7nh nh\u00e2n v\u1eabn \u0111\u01b0\u1ee3c gi\u1eef ri\u00eang t\u01b0 cho h\u1ecd. M\u1ed9t t\u01b0\u01a1ng lai m\u00e0 khi \u0111\u00f3 t\u1ea5t c\u1ea3 c\u00e1c th\u00f4ng tin y t\u1ebf t\u1ed3n t\u1ea1i th\u00ec ch\u1ec9 n\u1eb1m \u1edf r\u00eca (thi\u1ebft b\u1ecb di \u0111\u1ed9ng) m\u00e0 th\u00f4i.<\/p>\n<p>Hi\u1ec7n t\u1ea1i, l\u0129nh v\u1ef1c h\u1ecdc li\u00ean k\u1ebft &#8211; Federated Learning (ho\u1eb7c Federated AI) \u0111\u1ea3m b\u1ea3o r\u1eb1ng d\u1eef li\u1ec7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u1eabn \u1edf tr\u00ean thi\u1ebft b\u1ecb v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng ch\u1ea1y m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh c\u1ee5 th\u1ec3 v\u1eabn \u0111ang h\u1ecdc c\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh t\u1ed1t h\u01a1n, hi\u1ec7u qu\u1ea3 h\u01a1n.\u00a0Lu\u1eadt HIPAA b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u y t\u1ebf c\u1ee7a b\u1ec7nh nh\u00e2n, nh\u01b0ng vi\u1ec7c h\u1ecdc li\u00ean k\u1ebft s\u1ebd ti\u1ebfn th\u00eam m\u1ed9t b\u01b0\u1edbc n\u1eefa b\u1eb1ng c\u00e1ch kh\u00f4ng chia s\u1ebb d\u1eef li\u1ec7u v\u1edbi c\u00e1c b\u00ean n\u00e0o kh\u00e1c \u1edf ngo\u00e0i.<\/p>\n<p>T\u1eadn d\u1ee5ng ho\u1ea1t \u0111\u1ed9ng h\u1ecdc t\u1eadp li\u00ean k\u1ebft l\u00e0 n\u01a1i d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c y t\u1ebf c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n xa v\u1edbi c\u00f4ng ngh\u1ec7 n\u00e0y.<\/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>Machine Learning truy\u1ec1n th\u1ed1ng y\u00eau c\u1ea7u t\u1eadp trung d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u00e0o t\u1ea1o v\u00e0 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh.\u00a0V\u1edbi t\u00ednh n\u0103ng h\u1ecdc li\u00ean k\u1ebft, vi\u1ec7c k\u1ebft h\u1ee3p c\u00e1c k\u1ef9 thu\u1eadt b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 kh\u00e1c c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh trong m\u1ed9t thi\u1ebft l\u1eadp d\u1eef li\u1ec7u ph\u00e2n t\u00e1n m\u00e0 kh\u00f4ng l\u00e0m r\u00f2 r\u1ec9 th\u00f4ng tin nh\u1ea1y c\u1ea3m t\u1eeb d\u1eef li\u1ec7u.\u00a0\u0110i\u1ec1u n\u00e0y s\u1ebd cho ph\u00e9p c\u00e1c chuy\u00ean gia y t\u1ebf tr\u1edf n\u00ean bao qu\u00e1t h\u01a1n v\u00e0 t\u00ecm th\u1ea5y s\u1ef1 \u0111a d\u1ea1ng h\u01a1n trong d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch \u0111i \u0111\u1ebfn n\u01a1i c\u1ee7a d\u1eef li\u1ec7u: ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<h3>D\u1eef li\u1ec7u ph\u00f9 h\u1ee3p t\u1ea1o n\u00ean th\u1ebf gi\u1edbi kh\u00e1c bi\u1ec7t<\/h3>\n<p>Hi\u1ec7n t\u1ea1i, g\u1ea7n nh\u01b0 t\u1ea5t c\u1ea3 m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec1u mang theo m\u1ed9t chi\u1ebfc \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh c\u00f3 th\u1ec3 thu th\u1eadp c\u00e1c t\u00edn hi\u1ec7u c\u1ee7a t\u00ecnh tr\u1ea1ng s\u1ee9c kh\u1ecfe.\u00a0V\u1edbi t\u00ednh n\u0103ng h\u1ecdc t\u1eadp li\u00ean k\u1ebft, ch\u00fang ta c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn \u0111\u1ebfn nh\u1eefng ng\u01b0\u1eddi d\u00f9ng n\u00e0y.\u00a0C\u00e1c t\u00edn hi\u1ec7u s\u1ee9c kh\u1ecfe \u0111\u00f3 c\u00f3 th\u1ec3 bao g\u1ed3m h\u00ecnh \u1ea3nh c\u00f3 th\u00f4ng tin y t\u1ebf, gia t\u1ed1c k\u1ebf c\u00f3 th\u1ec3 ghi l\u1ea1i chuy\u1ec3n \u0111\u1ed9ng, th\u00f4ng tin v\u1ecb tr\u00ed GPS c\u00f3 th\u1ec3 ti\u1ebft l\u1ed9 t\u00edn hi\u1ec7u v\u1ec1 s\u1ee9c kh\u1ecfe v\u00e0 t\u00edch h\u1ee3p v\u1edbi m\u1ed9t s\u1ed1 thi\u1ebft b\u1ecb y t\u1ebf c\u00f3 th\u1ec3 ch\u1ee9a d\u1eef li\u1ec7u sinh tr\u1eafc h\u1ecdc, t\u00edch h\u1ee3p v\u1edbi h\u1ed3 s\u01a1 y t\u1ebf nh\u01b0 Apple health,&#8230;<\/p>\n<p>C\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p d\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh cho c\u00e1c nghi\u00ean c\u1ee9u y t\u1ebf ti\u1ec1m n\u0103ng, \u0111\u1ed3ng th\u1eddi cung c\u1ea5p c\u00e1c ch\u1ec9 s\u1ed1 s\u1ee9c kh\u1ecfe t\u1ed1t h\u01a1n theo th\u1eddi gian th\u1ef1c.<\/p>\n<p>C\u00f4ng ngh\u1ec7 trong \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh \u0111\u00e3 cung c\u1ea5p cho ch\u00fang ta th\u00f4ng tin v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng kh\u00f4ng kh\u00ed trong th\u1eddi gian qua, nh\u01b0ng v\u1edbi t\u00ednh n\u0103ng h\u1ecdc t\u1eadp li\u00ean k\u1ebft, hy v\u1ecdng c\u00e1c \u1ee9ng d\u1ee5ng s\u1ebd b\u1eaft \u0111\u1ea7u t\u01b0\u01a1ng t\u00e1c v\u1edbi ng\u01b0\u1eddi d\u00f9ng v\u00e0 b\u1ec7nh nh\u00e2n trong c\u00e1c s\u1ef1 ki\u1ec7n c\u1ee5 th\u1ec3 manh t\u00ednh c\u00e1 nh\u00e2n h\u01a1n.\u00a0V\u00ed d\u1ee5: n\u1ebfu ng\u01b0\u1eddi d\u00f9ng m\u1eafc b\u1ec7nh hen suy\u1ec5n \u1edf qu\u00e1 g\u1ea7n khu v\u1ef1c \u0111ang x\u1ea3y ra ch\u00e1y r\u1eebng ho\u1eb7c n\u1ebfu ai \u0111\u00f3 b\u1ecb d\u1ecb \u1ee9ng theo m\u00f9a \u1edf xung quanh khu v\u1ef1c c\u00f3 l\u01b0\u1ee3ng ph\u1ea5n hoa cao, t\u00f4i ho\u00e0n to\u00e0n mong \u0111\u1ee3i \u1ee9ng d\u1ee5ng s\u1ebd t\u01b0\u01a1ng t\u00e1c v\u1edbi ng\u01b0\u1eddi d\u00f9ng \u0111\u00f3 v\u00e0 cung c\u1ea5p c\u00e1c l\u01b0u \u00fd \u0111\u1ec3 gi\u1ea3m thi\u1ec3u t\u00ecnh hu\u1ed1ng nguy c\u01a1.<\/p>\n<h3>T\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c \u01b0u ti\u00ean quy\u1ec1n ri\u00eang t\u01b0 tr\u00ean h\u1ebft<\/h3>\n<p>Nh\u1eefng th\u00f4ng tin chi ti\u1ebft n\u00e0y kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c cung c\u1ea5p n\u1ebfu kh\u00f4ng c\u00f3 d\u1ecbch v\u1ee5 thu th\u1eadp th\u00f4ng tin quan tr\u1ecdng t\u1eeb ng\u01b0\u1eddi d\u00f9ng.\u00a0V\u1edbi c\u00e1c k\u1ef9 thu\u1eadt b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 (ch\u1eb3ng h\u1ea1n nh\u01b0 quy\u1ec1n ri\u00eang t\u01b0 v\u1ec1 s\u1ef1 kh\u00e1c bi\u1ec7t), d\u1eef li\u1ec7u n\u00e0y ch\u1ec9 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef c\u1ee5c b\u1ed9 v\u00e0 ngo\u00e0i r\u00eca, m\u00e0 kh\u00f4ng \u0111\u01b0\u1ee3c g\u1eedi l\u00ean \u0111\u00e1m m\u00e2y ho\u1eb7c b\u1ecb r\u00f2 r\u1ec9 cho b\u00ean th\u1ee9 ba.<\/p>\n<p>Ch\u00fang ta nh\u1ea5n m\u1ea1nh t\u1ea7m quan tr\u1ecdng c\u1ee7a quy\u1ec1n ri\u00eang t\u01b0.\u00a0Ng\u01b0\u1eddi d\u00f9ng ph\u1ea3i s\u1edf h\u1eefu d\u1eef li\u1ec7u c\u1ee7a h\u1ecd v\u00e0 c\u00f3 t\u00ednh minh b\u1ea1ch v\u1ec1 n\u01a1i d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1eedi v\u00e0 chia s\u1ebb.\u00a0M\u1ecdi lo\u1ea1i d\u1eef li\u1ec7u c\u1ea7n \u0111\u01b0\u1ee3c c\u1ea5p ph\u00e9p thu th\u1eadp v\u00e0 ph\u1ea3i c\u00f3 s\u1ef1 minh b\u1ea1ch v\u1ec1 c\u00e1ch d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng.<\/p>\n<p>C\u00f3 nhi\u1ec1u \u0111i\u1ec1u ph\u1ea3i l\u00e0m v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 h\u01a1n l\u00e0 ch\u1ec9 tuy\u00ean b\u1ed1 su\u00f4ng v\u1ec1 &#8220;s\u1ee9 m\u1ec7nh&#8221; &#8211; khi c\u00e1c d\u1ecbch v\u1ee5 y t\u1ebf \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng \u01b0u ti\u00ean quy\u1ec1n ri\u00eang t\u01b0, b\u1ea1n c\u00f3 th\u1ec3 thu h\u00fat nhi\u1ec1u ng\u01b0\u1eddi tham gia h\u01a1n v\u00e0o v\u00f2ng \u0111\u00e0o t\u1ea1o d\u1eef li\u1ec7u, cho ph\u00e9p c\u00e1c nh\u00f3m t\u00ecm th\u1ea5y t\u1eadp ng\u01b0\u1eddi d\u00f9ng \u0111a d\u1ea1ng h\u01a1n, nh\u1eefng ng\u01b0\u1eddi c\u1ea3m th\u1ea5y t\u1ef1 tin h\u01a1n trong vi\u1ec7c chia s\u1ebb quy\u1ec1n truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u ri\u00eang t\u01b0 c\u1ee7a h\u1ecd.\u00a0H\u1ec7 th\u1ed1ng y t\u1ebf th\u1eddi gian th\u1ef1c v\u00e0 bao qu\u00e1t h\u01a1n, n\u01a1i c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc h\u1ecfi nhanh h\u01a1n t\u1eeb m\u1ed9t t\u1eadp l\u1edbn ng\u01b0\u1eddi d\u00f9ng thay v\u00ec ch\u1ec9 m\u1ed9t s\u1ed1 \u00edt, s\u1ebd d\u1eabn \u0111\u1ebfn k\u1ebft qu\u1ea3 y t\u1ebf t\u1ed1t h\u01a1n, ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n<p>S\u1ef1 th\u1eadt kh\u00f4ng may l\u00e0 vi\u1ec7c ch\u0103m s\u00f3c y t\u1ebf \u0111\u00e3 di\u1ec5n ra theo c\u00e1ch bi\u1ec7t l\u1eadp v\u00e0 vi\u1ec7c trao \u0111\u1ed5i d\u1eef li\u1ec7u th\u01b0\u1eddng kh\u00f3 kh\u0103n v\u00e0 t\u1ed1n k\u00e9m.\u00a0V\u00ed d\u1ee5: d\u1eef li\u1ec7u EMR kh\u00f4ng c\u00f3 s\u1eb5n v\u1edbi c\u00e1c x\u00e1c nh\u1eadn quy\u1ec1n s\u1edf h\u1eefu v\u00e0 d\u1eef li\u1ec7u k\u00ea \u0111\u01a1n, v\u00e0 li\u1ec7u \u0111\u01a1n thu\u1ed1c \u0111\u00e3 \u0111\u01b0\u1ee3c thu th\u1eadp c\u00f3 t\u1ed3n t\u1ea1i trong c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c hay ch\u01b0a.\u00a0Sau \u0111\u00f3, n\u1ebfu b\u1ea1n ph\u00e2n l\u1edbp d\u1eef li\u1ec7u, ch\u1eb3ng h\u1ea1n nh\u01b0 di truy\u1ec1n, nh\u1eefng g\u00ec b\u1ea1n \u0103n, c\u00e1c y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh x\u00e3 h\u1ed9i v\u1ec1 s\u1ee9c kh\u1ecfe v\u00e0 d\u1eef li\u1ec7u ho\u1ea1t \u0111\u1ed9ng, b\u1ea1n s\u1ebd g\u1eb7p v\u1ea5n \u0111\u1ec1 g\u1ecdi l\u00e0 multi-node cho m\u1ed9t ng\u01b0\u1eddi d\u00f9ng.\u00a0Kh\u00f4ng c\u00f3 ngu\u1ed3n tin c\u1eady duy nh\u1ea5t v\u00e0 vi\u1ec7c t\u1eadp trung t\u1ea5t c\u1ea3 nh\u1eefng \u0111i\u1ec1u n\u00e0y l\u00e0 v\u00f4 c\u00f9ng kh\u00f3 kh\u0103n.<\/p>\n<p>H\u1ecdc t\u1eadp li\u00ean k\u1ebft cung c\u1ea5p c\u01a1 h\u1ed9i ho\u00e0n h\u1ea3o \u0111\u1ec3 tr\u00e1nh nh\u1eefng r\u00e0o c\u1ea3n n\u00e0y.\u00a0B\u1eb1ng c\u00e1ch giao cho ng\u01b0\u1eddi d\u00f9ng \/ b\u1ec7nh nh\u00e2n ch\u1ecbu tr\u00e1ch nhi\u1ec7m \u0111i\u1ec1u ph\u1ed1i d\u1eef li\u1ec7u s\u1ee9c kh\u1ecfe c\u1ee7a h\u1ecd, b\u1ea1n c\u00f3 th\u1ec3 cung c\u1ea5p c\u00e1c l\u1ef1a ch\u1ecdn tham gia ph\u00f9 h\u1ee3p \u0111\u1ec3 t\u00ecm hi\u1ec3u t\u1eeb d\u1eef li\u1ec7u c\u1ee7a h\u1ecd tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng ri\u00eang bi\u1ec7t n\u00e0y.\u00a0Gi\u1edd \u0111\u00e2y, c\u00f3 th\u1ec3 h\u00ecnh dung vi\u1ec7c h\u1ecdc t\u1eadp li\u00ean k\u1ebft \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong c\u00e1c t\u1ed5 ch\u1ee9c, n\u1eafm gi\u1eef d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m v\u00e0 c\u00f9ng nhau x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh hi\u1ec7u qu\u1ea3 v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n trong ch\u0103m s\u00f3c y t\u1ebf, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe n\u00f3i chung.<\/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 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s&#7843;n v&ocirc; c&ugrave;ng qu&yacute; gi&aacute;. Vi&#7879;c &#273;&#7843;m b&#7843;o &#273;&#7875; n&oacute; &#273;&#432;&#7907;c l&#432;u gi&#7919; ri&ecirc;ng t&#432; v&agrave; an to&agrave;n l&agrave; &#432;u ti&ecirc;n h&agrave;ng &#273;&#7847;u &#273;&#7889;i v&#7899;i m&#7885;i &#273;&#417;n v&#7883;.&nbsp;Nh&#432;ng khi &#273;&#7841;i d&#7883;ch Covid-19 d&#7851;n &#273;&#7871;n nhi&#7873;u &#273;&#7907;t ki&#7875;m tra v&agrave; th&#259;m kh&aacute;m b&#7879;nh nh&acirc;n h&#417;n &#273;&#432;&#7907;c th&#7921;c&#8230;<\/p>\n","protected":false},"author":2,"featured_media":8503,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,162,1],"tags":[7,538,510],"class_list":["post-8501","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-giai-phap","category-tong-hop","tag-ai","tag-federated-ai","tag-federated-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>V\u00ec sao t\u01b0\u01a1ng lai c\u1ee7a l\u0129nh v\u1ef1c y t\u1ebf n\u1eb1m \u1edf AI Li\u00ean k\u1ebft - Federated AI? - 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\/vi-sao-tuong-lai-cua-linh-vuc-y-te-nam-o-ai-lien-ket-federated-ai-p8501\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"V\u00ec sao t\u01b0\u01a1ng lai c\u1ee7a l\u0129nh v\u1ef1c y t\u1ebf n\u1eb1m \u1edf AI Li\u00ean k\u1ebft - Federated AI? - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"D&#7919; li&#7879;u ch&#259;m s&oacute;c s&#7913;c kh&#7887;e l&agrave; m&#7897;t t&agrave;i s&#7843;n v&ocirc; c&ugrave;ng qu&yacute; gi&aacute;. Vi&#7879;c &#273;&#7843;m b&#7843;o &#273;&#7875; n&oacute; &#273;&#432;&#7907;c l&#432;u gi&#7919; ri&ecirc;ng t&#432; v&agrave; an to&agrave;n l&agrave; &#432;u ti&ecirc;n h&agrave;ng &#273;&#7847;u &#273;&#7889;i v&#7899;i m&#7885;i &#273;&#417;n v&#7883;.&nbsp;Nh&#432;ng khi &#273;&#7841;i d&#7883;ch Covid-19 d&#7851;n &#273;&#7871;n nhi&#7873;u &#273;&#7907;t ki&#7875;m tra v&agrave; th&#259;m kh&aacute;m b&#7879;nh nh&acirc;n h&#417;n &#273;&#432;&#7907;c th&#7921;c...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/03\/TheGioiMayChu-Blog-Federated-AI-Learning.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=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/vi-sao-tuong-lai-cua-linh-vuc-y-te-nam-o-ai-lien-ket-federated-ai-p8501\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/vi-sao-tuong-lai-cua-linh-vuc-y-te-nam-o-ai-lien-ket-federated-ai-p8501\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"V\u00ec sao t\u01b0\u01a1ng lai c\u1ee7a l\u0129nh v\u1ef1c y t\u1ebf n\u1eb1m \u1edf AI Li\u00ean k\u1ebft &#8211; Federated AI?\",\"datePublished\":\"2021-03-18T07:30:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/vi-sao-tuong-lai-cua-linh-vuc-y-te-nam-o-ai-lien-ket-federated-ai-p8501\\\/\"},\"wordCount\":1802,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/vi-sao-tuong-lai-cua-linh-vuc-y-te-nam-o-ai-lien-ket-federated-ai-p8501\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2021\\\/03\\\/TheGioiMayChu-Blog-Federated-AI-Learning.jpg\",\"keywords\":[\"ai\",\"federated ai\",\"federated learning\"],\"articleSection\":[\"AI - HPC\",\"Gi\u1ea3i ph\u00e1p\",\"T\u1ed5ng h\u1ee3p\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/vi-sao-tuong-lai-cua-linh-vuc-y-te-nam-o-ai-lien-ket-federated-ai-p8501\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/vi-sao-tuong-lai-cua-linh-vuc-y-te-nam-o-ai-lien-ket-federated-ai-p8501\\\/\",\"name\":\"V\u00ec sao t\u01b0\u01a1ng lai c\u1ee7a l\u0129nh v\u1ef1c y t\u1ebf n\u1eb1m \u1edf AI Li\u00ean k\u1ebft - Federated AI? 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