{"id":26758,"date":"2025-04-08T10:06:54","date_gmt":"2025-04-08T03:06:54","guid":{"rendered":"https:\/\/interdata.vn\/blog\/?p=26758"},"modified":"2025-04-08T10:06:54","modified_gmt":"2025-04-08T03:06:54","slug":"federated-learning-la-gi","status":"publish","type":"post","link":"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/","title":{"rendered":"Federated Learning l\u00e0 g\u00ec? A-Z v\u1ec1 h\u1ecdc li\u00ean k\u1ebft trong AI n\u00ean bi\u1ebft"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-white ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed8I DUNG<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Federated-Learning-la-gi\" >Federated Learning l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Vai-tro-cua-Federated-Learning-hien-nay\" >Vai tr\u00f2 c\u1ee7a Federated Learning hi\u1ec7n nay<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Quy-trinh-hoat-dong-cua-Federated-Learning\" >Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Federated Learning<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Giai-doan-1-Khoi-tao-Initialization\" >Giai \u0111o\u1ea1n 1: Kh\u1edfi t\u1ea1o (Initialization)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Giai-doan-2-Huan-luyen-cuc-bo-Local-Training\" >Giai \u0111o\u1ea1n 2: Hu\u1ea5n luy\u1ec7n c\u1ee5c b\u1ed9 (Local Training)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Giai-doan-3-Cap-nhat-mo-hinh-toan-cu-Model-AggregationUpdate\" >Giai \u0111o\u1ea1n 3: C\u1eadp nh\u1eadt m\u00f4 h\u00ecnh to\u00e0n c\u1ee5 (Model Aggregation\/Update)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Cac-loai-Federated-Learning-chinh-hien-nay\" >C\u00e1c lo\u1ea1i Federated Learning ch\u00ednh hi\u1ec7n nay<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Hoc-phan-tan-tap-trung\" >H\u1ecdc ph\u00e2n t\u00e1n t\u1eadp trung<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Hoc-phan-tan-phi-tap-trung\" >H\u1ecdc ph\u00e2n t\u00e1n phi t\u1eadp trung<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Hoc-phan-tan-di-the\" >H\u1ecdc ph\u00e2n t\u00e1n d\u1ecb th\u1ec3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Hoc-phan-tan-lien-silo\" >H\u1ecdc ph\u00e2n t\u00e1n li\u00ean silo<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Nhung-loi-ich-Federated-Learning-mang-lai\" >Nh\u1eefng l\u1ee3i \u00edch Federated Learning mang l\u1ea1i<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Nhung-thach-thuc-cua-Federated-Learning\" >Nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee7a Federated Learning<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Yeu-cau-dau-tu\" >Y\u00eau c\u1ea7u \u0111\u1ea7u t\u01b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Bao-mat-du-lieu\" >B\u1ea3o m\u1eadt d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Han-che-hieu-suat\" >H\u1ea1n ch\u1ebf hi\u1ec7u su\u1ea5t<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Tap-trung\" >T\u1eadp trung<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Cac-linh-vuc-ung-dung-cua-Federated-Learning\" >C\u00e1c l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng c\u1ee7a Federated Learning<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Thiet-bi-di-dong-thong-minh-Smartphones\" >Thi\u1ebft b\u1ecb di \u0111\u1ed9ng th\u00f4ng minh (Smartphones)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Giao-thong-van-tai-Xe-tu-hanh\" >Giao th\u00f4ng v\u1eadn t\u1ea3i &amp; Xe t\u1ef1 h\u00e0nh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#San-xuat-Ban-le\" >S\u1ea3n xu\u1ea5t &amp; B\u00e1n l\u1ebb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Thuc-te-ao-va-Tang-cuong-ARVR\" >Th\u1ef1c t\u1ebf \u1ea3o v\u00e0 T\u0103ng c\u01b0\u1eddng (AR\/VR)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Giam-sat-Moi-truong-Cong-nghiep-Industrial-Monitoring\" >Gi\u00e1m s\u00e1t M\u00f4i tr\u01b0\u1eddng C\u00f4ng nghi\u1ec7p (Industrial Monitoring)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Cham-soc-suc-khoe-Healthcare\" >Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe (Healthcare)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Tai-chinh-Finance\" >T\u00e0i ch\u00ednh (Finance)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/#Internet-of-Things-IoT\" >Internet of Things (IoT)<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<p>Federated Learning (H\u1ecdc li\u00ean k\u1ebft) l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1eb7c bi\u1ec7t, gi\u00fap t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n chia s\u1ebb d\u1eef li\u1ec7u g\u1ed1c gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb ng\u01b0\u1eddi d\u00f9ng v\u00e0 m\u00e1y ch\u1ee7 trung t\u00e2m. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd cung c\u1ea5p c\u00e1i nh\u00ecn t\u1ed5ng quan <a href=\"https:\/\/interdata.vn\/blog\/federated-learning-la-gi\/\"><strong>Federated Learning l\u00e0 g\u00ec<\/strong><\/a>, nh\u1eefng l\u1ee3i \u00edch v\u00e0 th\u00e1ch th\u1ee9c m\u00e0 k\u1ef9 thu\u1eadt n\u00e0y mang l\u1ea1i trong nhi\u1ec1u l\u0129nh v\u1ef1c c\u0169ng nh\u01b0 \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a n\u00f3. \u0110\u1ecdc ngay!<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Federated-Learning-la-gi\"><\/span>Federated Learning l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>Federated Learning, c\u00f2n \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn v\u1edbi t\u00ean g\u1ecdi H\u1ecdc li\u00ean k\u1ebft hay H\u1ecdc t\u1eadp h\u1ee3p t\u00e1c, \u0111\u1ea1i di\u1ec7n cho m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ed9c \u0111\u00e1o, ho\u1ea1t \u0111\u1ed9ng theo c\u01a1 ch\u1ebf phi t\u1eadp trung.<\/strong><\/p>\n<p>\u0110i\u1ec3m c\u1ed1t l\u00f5i t\u1ea1o n\u00ean s\u1ef1 kh\u00e1c bi\u1ec7t c\u1ee7a k\u1ef9 thu\u1eadt n\u00e0y l\u00e0 kh\u1ea3 n\u0103ng \u0111\u00e0o t\u1ea1o v\u00e0 c\u1ea3i thi\u1ec7n m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng \u0111\u00f2i h\u1ecfi b\u1ea5t k\u1ef3 s\u1ef1 trao \u0111\u1ed5i d\u1eef li\u1ec7u g\u1ed1c n\u00e0o gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb c\u1ee7a ng\u01b0\u1eddi d\u00f9ng (client) v\u00e0 m\u00e1y ch\u1ee7 trung t\u00e2m (server).<\/p>\n<figure id=\"attachment_26760\" aria-describedby=\"caption-attachment-26760\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Federated-Learning-la-gi.jpg\" alt=\"Federated Learning l\u00e0 g\u00ec\" width=\"800\" height=\"500\" class=\"size-full wp-image-26760\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Federated-Learning-la-gi.jpg 800w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Federated-Learning-la-gi-300x188.jpg 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Federated-Learning-la-gi-768x480.jpg 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Federated-Learning-la-gi-750x469.jpg 750w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-26760\" class=\"wp-caption-text\">Federated Learning l\u00e0 g\u00ec?<\/figcaption><\/figure>\n<p>Thay v\u00ec gom d\u1eef li\u1ec7u v\u1ec1 m\u1ed9t n\u01a1i, Federated Learning t\u1eadn d\u1ee5ng ch\u00ednh ngu\u1ed3n d\u1eef li\u1ec7u n\u1eb1m ph\u00e2n t\u00e1n tr\u00ean t\u1eebng thi\u1ebft b\u1ecb c\u00e1 nh\u00e2n \u0111\u1ec3 ti\u1ebfn h\u00e0nh hu\u1ea5n luy\u1ec7n c\u00e1c phi\u00ean b\u1ea3n m\u00f4 h\u00ecnh c\u1ee5c b\u1ed9 (local model).<\/p>\n<p>Sau \u0111\u00f3, ch\u1ec9 nh\u1eefng th\u00f4ng tin c\u1eadp nh\u1eadt ho\u1eb7c <a href=\"https:\/\/interdata.vn\/blog\/tham-so-parameter-la-gi\/\">tham s\u1ed1<\/a> h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb c\u00e1c m\u00f4 h\u00ecnh c\u1ee5c b\u1ed9 n\u00e0y (ch\u1ee9 kh\u00f4ng ph\u1ea3i d\u1eef li\u1ec7u g\u1ed1c) m\u1edbi \u0111\u01b0\u1ee3c t\u1ed5ng h\u1ee3p l\u1ea1i m\u1ed9t c\u00e1ch an to\u00e0n \u0111\u1ec3 c\u1ea3i ti\u1ebfn m\u00f4 h\u00ecnh to\u00e0n c\u1ee5c (global model).<\/p>\n<p>C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y mang l\u1ea1i l\u1ee3i th\u1ebf v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1eadp trung truy\u1ec1n th\u1ed1ng, \u0111\u1eb7c bi\u1ec7t trong vi\u1ec7c b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 t\u0103ng c\u01b0\u1eddng an ninh d\u1eef li\u1ec7u. S\u1ef1 quan tr\u1ecdng c\u1ee7a Federated Learning th\u1ec3 hi\u1ec7n r\u00f5 \u1edf c\u00e1c kh\u00eda c\u1ea1nh:<\/p>\n<ul>\n<li><strong>\u0110\u1ea3m b\u1ea3o quy\u1ec1n ri\u00eang t\u01b0 (Privacy)<\/strong>: N\u00f3 lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n nhu c\u1ea7u g\u1eedi d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u1ec1 m\u00e1y ch\u1ee7 t\u1eadp trung, gi\u1eef cho d\u1eef li\u1ec7u lu\u00f4n n\u1eb1m trong t\u1ea7m ki\u1ec3m so\u00e1t c\u1ee7a ng\u01b0\u1eddi s\u1edf h\u1eefu.<\/li>\n<li><strong>An to\u00e0n d\u1eef li\u1ec7u (Data Security)<\/strong>: Ch\u1ec9 c\u00f3 c\u00e1c b\u1ea3n c\u1eadp nh\u1eadt m\u00f4 h\u00ecnh (th\u01b0\u1eddng \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a v\u00e0 \u1ea9n danh h\u00f3a) \u0111\u01b0\u1ee3c chia s\u1ebb l\u00ean m\u00e1y ch\u1ee7 \u0111\u1ec3 t\u1ed5ng h\u1ee3p, gi\u1ea3m thi\u1ec3u r\u1ee7i ro l\u1ed9 l\u1ecdt d\u1eef li\u1ec7u g\u1ed1c.<\/li>\n<li><strong>Khai th\u00e1c d\u1eef li\u1ec7u ph\u00e2n t\u00e1n v\u00e0 \u0111a d\u1ea1ng<\/strong>: Federated Learning cho ph\u00e9p m\u00f4 h\u00ecnh h\u1ecdc h\u1ecfi t\u1eeb m\u1ed9t kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 \u0111a d\u1ea1ng n\u1eb1m r\u1ea3i r\u00e1c tr\u00ean nhi\u1ec1u thi\u1ebft b\u1ecb, trong khi v\u1eabn t\u00f4n tr\u1ecdng quy\u1ec1n ri\u00eang t\u01b0. \u0110i\u1ec1u n\u00e0y gi\u00fap x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh m\u1ea1nh m\u1ebd v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng t\u1ed5ng qu\u00e1t h\u00f3a t\u1ed1t h\u01a1n tr\u00ean nhi\u1ec1u t\u00ecnh hu\u1ed1ng th\u1ef1c t\u1ebf.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Vai-tro-cua-Federated-Learning-hien-nay\"><\/span>Vai tr\u00f2 c\u1ee7a Federated Learning hi\u1ec7n nay<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>C\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ch\u00ednh x\u00e1c r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty, v\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc m\u00e1y t\u1eadp trung truy\u1ec1n th\u1ed1ng c\u00f3 nh\u1eefng h\u1ea1n ch\u1ebf nh\u01b0 thi\u1ebfu kh\u1ea3 n\u0103ng h\u1ecdc li\u00ean t\u1ee5c tr\u00ean c\u00e1c thi\u1ebft b\u1ecb \u0111\u1ea7u cu\u1ed1i v\u00e0 vi\u1ec7c t\u1eadp h\u1ee3p d\u1eef li\u1ec7u ri\u00eang t\u01b0 tr\u00ean c\u00e1c m\u00e1y ch\u1ee7 trung t\u00e2m. Nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng h\u1ecdc li\u00ean k\u1ebft (federated learning).<\/p>\n<p>Trong h\u1ecdc m\u00e1y truy\u1ec1n th\u1ed1ng, m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y trung t\u00e2m \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng<strong> s\u1eed d\u1ee5ng t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n c\u00f3 s\u1eb5n<\/strong> trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng t\u1eadp trung. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y ho\u1ea1t \u0111\u1ed9ng t\u1ed1t khi m\u00e1y ch\u1ee7 trung t\u00e2m c\u00f3 th\u1ec3 ph\u1ee5c v\u1ee5 d\u1ef1 \u0111o\u00e1n.<\/p>\n<p>Tuy nhi\u00ean, trong t\u00ednh to\u00e1n di \u0111\u1ed9ng, ng\u01b0\u1eddi d\u00f9ng y\u00eau c\u1ea7u ph\u1ea3n h\u1ed3i nhanh v\u00e0 th\u1eddi gian truy\u1ec1n th\u00f4ng gi\u1eefa thi\u1ebft b\u1ecb ng\u01b0\u1eddi d\u00f9ng v\u00e0 m\u00e1y ch\u1ee7 trung t\u00e2m c\u00f3 th\u1ec3 qu\u00e1 ch\u1eadm, kh\u00f4ng \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng t\u1ed1t.<\/p>\n<p>\u0110\u1ec3 kh\u1eafc ph\u1ee5c \u0111i\u1ec1u n\u00e0y, m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1eb7t tr\u1ef1c ti\u1ebfp tr\u00ean thi\u1ebft b\u1ecb ng\u01b0\u1eddi d\u00f9ng, nh\u01b0ng vi\u1ec7c h\u1ecdc li\u00ean t\u1ee5c tr\u1edf th\u00e0nh m\u1ed9t th\u00e1ch th\u1ee9c v\u00ec c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean m\u1ed9t b\u1ed9 d\u1eef li\u1ec7u \u0111\u1ea7y \u0111\u1ee7, trong khi thi\u1ebft b\u1ecb ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o b\u1ed9 d\u1eef li\u1ec7u \u0111\u1ea7y \u0111\u1ee7.<\/p>\n<p>M\u1ed9t th\u00e1ch th\u1ee9c kh\u00e1c c\u1ee7a h\u1ecdc m\u00e1y truy\u1ec1n th\u1ed1ng l\u00e0 <strong>d\u1eef li\u1ec7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c t\u1eadp h\u1ee3p v\u1ec1 m\u1ed9t \u0111\u1ecba \u0111i\u1ec3m<\/strong> trung t\u00e2m cho qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 vi ph\u1ea1m ch\u00ednh s\u00e1ch b\u1ea3o m\u1eadt c\u1ee7a m\u1ed9t s\u1ed1 qu\u1ed1c gia v\u00e0 l\u00e0m d\u1eef li\u1ec7u tr\u1edf n\u00ean d\u1ec5 b\u1ecb x\u00e2m nh\u1eadp.<\/p>\n<p>H\u1ecdc li\u00ean k\u1ebft v\u01b0\u1ee3t qua nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y b\u1eb1ng c\u00e1ch cho ph\u00e9p h\u1ecdc li\u00ean t\u1ee5c tr\u00ean c\u00e1c thi\u1ebft b\u1ecb c\u1ee7a ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o r\u1eb1ng d\u1eef li\u1ec7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng r\u1eddi kh\u1ecfi thi\u1ebft b\u1ecb c\u1ee7a h\u1ecd.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Quy-trinh-hoat-dong-cua-Federated-Learning\"><\/span>Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Federated Learning<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Federated Learning di\u1ec5n ra theo m\u1ed9t chu tr\u00ecnh l\u1eb7p l\u1ea1i g\u1ed3m ba giai \u0111o\u1ea1n ch\u00ednh: Kh\u1edfi t\u1ea1o m\u00f4 h\u00ecnh, Hu\u1ea5n luy\u1ec7n c\u1ee5c b\u1ed9, v\u00e0 C\u1eadp nh\u1eadt t\u1eadp trung. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u00f4 t\u1ea3 chi ti\u1ebft t\u1eebng b\u01b0\u1edbc:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Giai-doan-1-Khoi-tao-Initialization\"><\/span>Giai \u0111o\u1ea1n 1: Kh\u1edfi t\u1ea1o (Initialization)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Ban \u0111\u1ea7u, m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y n\u1ec1n t\u1ea3ng (v\u00ed d\u1ee5: m\u1ea1ng n\u01a1-ron, m\u00f4 h\u00ecnh <a href=\"https:\/\/interdata.vn\/blog\/logistic-regression-la-gi\/\">h\u1ed3i quy logistic<\/a>, c\u00e2y quy\u1ebft \u0111\u1ecbnh,&#8230;) \u0111\u01b0\u1ee3c <strong>x\u00e2y d\u1ef1ng v\u00e0 l\u01b0u tr\u1eef t\u1ea1i m\u00e1y ch\u1ee7 trung t\u00e2m<\/strong>. M\u00f4 h\u00ecnh n\u00e0y \u0111\u00f3ng vai tr\u00f2 l\u00e0 phi\u00ean b\u1ea3n kh\u1edfi \u0111\u1ea7u cho qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp h\u1ee3p t\u00e1c.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Giai-doan-2-Huan-luyen-cuc-bo-Local-Training\"><\/span>Giai \u0111o\u1ea1n 2: Hu\u1ea5n luy\u1ec7n c\u1ee5c b\u1ed9 (Local Training)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>M\u00e1y ch\u1ee7 trung t\u00e2m<strong> g\u1eedi b\u1ea3n sao c\u1ee7a m\u00f4 h\u00ecnh kh\u1edfi t\u1ea1o<\/strong> n\u00e0y \u0111\u1ebfn c\u00e1c thi\u1ebft b\u1ecb ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c ch\u1ecdn tham gia v\u00e0o qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. T\u1ea1i m\u1ed7i thi\u1ebft b\u1ecb, m\u00f4 h\u00ecnh n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c ti\u1ebfp t\u1ee5c hu\u1ea5n luy\u1ec7n (<a href=\"https:\/\/interdata.vn\/blog\/fine-tuning-la-gi\/\">fine-tuning<\/a>) b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ch\u00ednh d\u1eef li\u1ec7u ri\u00eang t\u01b0 c\u00f3 s\u1eb5n tr\u00ean thi\u1ebft b\u1ecb \u0111\u00f3.<\/p>\n<p>Qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n c\u1ee5c b\u1ed9 n\u00e0y di\u1ec5n ra trong m\u1ed9t kho\u1ea3ng th\u1eddi gian ho\u1eb7c s\u1ed1 <a href=\"https:\/\/interdata.vn\/blog\/vong-lap-la-gi\/\">v\u00f2ng l\u1eb7p<\/a> nh\u1ea5t \u0111\u1ecbnh, v\u00e0 nh\u1eefng thay \u0111\u1ed5i v\u1ec1 tham s\u1ed1 (v\u00ed d\u1ee5: tr\u1ecdng s\u1ed1) c\u1ee7a m\u00f4 h\u00ecnh s\u1ebd \u0111\u01b0\u1ee3c ghi nh\u1eadn l\u1ea1i. \u0110i\u1ec1u quan tr\u1ecdng nh\u1ea5t l\u00e0 d\u1eef li\u1ec7u g\u1ed1c kh\u00f4ng bao gi\u1edd r\u1eddi kh\u1ecfi thi\u1ebft b\u1ecb, \u0111\u1ea3m b\u1ea3o quy\u1ec1n ri\u00eang t\u01b0 tuy\u1ec7t \u0111\u1ed1i cho ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<figure id=\"attachment_26761\" aria-describedby=\"caption-attachment-26761\" style=\"width: 900px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Quy-trinh-hoat-dong-cua-Federated-Learning.jpg\" alt=\"Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Federated Learning\" width=\"900\" height=\"528\" class=\"size-full wp-image-26761\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Quy-trinh-hoat-dong-cua-Federated-Learning.jpg 900w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Quy-trinh-hoat-dong-cua-Federated-Learning-300x176.jpg 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Quy-trinh-hoat-dong-cua-Federated-Learning-768x451.jpg 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Quy-trinh-hoat-dong-cua-Federated-Learning-750x440.jpg 750w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><figcaption id=\"caption-attachment-26761\" class=\"wp-caption-text\">Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Federated Learning<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Giai-doan-3-Cap-nhat-mo-hinh-toan-cu-Model-AggregationUpdate\"><\/span>Giai \u0111o\u1ea1n 3: C\u1eadp nh\u1eadt m\u00f4 h\u00ecnh to\u00e0n c\u1ee5 (Model Aggregation\/Update)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Sau khi ho\u00e0n t\u1ea5t qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n c\u1ee5c b\u1ed9, m\u1ed7i thi\u1ebft b\u1ecb s\u1ebd g\u1eedi c\u00e1c th\u00f4ng tin c\u1eadp nh\u1eadt m\u00f4 h\u00ecnh (v\u00ed d\u1ee5: s\u1ef1 thay \u0111\u1ed5i v\u1ec1 tr\u1ecdng s\u1ed1, gradient,&#8230;) v\u1ec1 l\u1ea1i m\u00e1y ch\u1ee7 trung t\u00e2m.<\/p>\n<p>M\u00e1y ch\u1ee7 c\u00f3 nhi\u1ec7m v\u1ee5 t\u1ed5ng h\u1ee3p (aggregate) m\u1ed9t c\u00e1ch th\u00f4ng minh c\u00e1c c\u1eadp nh\u1eadt nh\u1eadn \u0111\u01b0\u1ee3c t\u1eeb t\u1ea5t c\u1ea3 c\u00e1c thi\u1ebft b\u1ecb tham gia (th\u01b0\u1eddng b\u1eb1ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u01b0 l\u1ea5y trung b\u00ecnh c\u00f3 tr\u1ecdng s\u1ed1) \u0111\u1ec3 t\u1ea1o ra m\u1ed9t phi\u00ean b\u1ea3n c\u1ea3i ti\u1ebfn c\u1ee7a m\u00f4 h\u00ecnh to\u00e0n c\u1ee5c chung.<\/p>\n<p>Chu tr\u00ecnh g\u1ed3m ba giai \u0111o\u1ea1n n\u00e0y (g\u1eedi m\u00f4 h\u00ecnh -&gt; hu\u1ea5n luy\u1ec7n c\u1ee5c b\u1ed9 -&gt; g\u1eedi c\u1eadp nh\u1eadt -&gt; t\u1ed5ng h\u1ee3p) s\u1ebd \u0111\u01b0\u1ee3c <strong>l\u1eb7p \u0111i l\u1eb7p l\u1ea1i nhi\u1ec1u l\u1ea7n<\/strong> cho \u0111\u1ebfn khi m\u00f4 h\u00ecnh to\u00e0n c\u1ee5c \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee9c \u0111\u1ed9 ch\u00ednh x\u00e1c ho\u1eb7c hi\u1ec7u su\u1ea5t theo y\u00eau c\u1ea7u \u0111\u1ec1 ra.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cac-loai-Federated-Learning-chinh-hien-nay\"><\/span>C\u00e1c lo\u1ea1i Federated Learning ch\u00ednh hi\u1ec7n nay<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Federated Learning bao g\u1ed3m nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p kh\u00e1c nhau, m\u1ed7i ph\u01b0\u01a1ng ph\u00e1p \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c t\u00ecnh hu\u1ed1ng v\u00e0 th\u00e1ch th\u1ee9c c\u1ee5 th\u1ec3 trong h\u1ecdc m\u00e1y ph\u00e2n t\u00e1n. M\u1eb7c d\u00f9 nguy\u00ean l\u00fd c\u01a1 b\u1ea3n l\u00e0 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh tr\u00ean d\u1eef li\u1ec7u phi t\u1eadp trung v\u1eabn kh\u00f4ng thay \u0111\u1ed5i, c\u00e1ch tri\u1ec3n khai c\u00f3 th\u1ec3 kh\u00e1c nhau.<\/p>\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 b\u1ed1n lo\u1ea1i h\u1ecdc t\u1eadp li\u00ean k\u1ebft ch\u00ednh:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Hoc-phan-tan-tap-trung\"><\/span>H\u1ecdc ph\u00e2n t\u00e1n t\u1eadp trung<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>H\u1ecdc ph\u00e2n t\u00e1n t\u1eadp trung, hay c\u00f2n g\u1ecdi l\u00e0 h\u1ecdc ph\u00e2n t\u00e1n d\u1ef1a tr\u00ean m\u00e1y ch\u1ee7, l\u00e0 ph\u01b0\u01a1ng ph\u00e1p ph\u1ed5 bi\u1ebfn nh\u1ea5t. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 \u1edf tr\u00ean v\u00e0 \u0111\u1eb7c tr\u01b0ng b\u1edfi vi\u1ec7c m\u1ed9t m\u00e1y ch\u1ee7 trung t\u00e2m \u0111i\u1ec1u ph\u1ed1i to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh h\u1ecdc.<\/p>\n<p>M\u00e1y ch\u1ee7 sau \u0111\u00f3 kh\u1edfi \u0111\u1ed9ng vi\u1ec7c hu\u1ea5n luy\u1ec7n b\u1eb1ng c\u00e1ch ph\u00e2n ph\u1ed1i m\u00f4 h\u00ecnh to\u00e0n c\u1ea7u t\u1edbi c\u00e1c kh\u00e1ch h\u00e0ng, nh\u1eefng ng\u01b0\u1eddi s\u1ebd hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh t\u1ea1i ch\u1ed7 v\u00e0 g\u1eedi c\u00e1c b\u1ea3n c\u1eadp nh\u1eadt tr\u1edf l\u1ea1i m\u00e1y ch\u1ee7.<\/p>\n<p>Cu\u1ed1i c\u00f9ng, m\u00e1y ch\u1ee7 s\u1ebd t\u1ed5ng h\u1ee3p c\u00e1c b\u1ea3n c\u1eadp nh\u1eadt n\u00e0y \u0111\u1ec3 <strong>c\u1ea3i thi\u1ec7n m\u00f4 h\u00ecnh to\u00e0n c\u1ea7u<\/strong>. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y ph\u00f9 h\u1ee3p cho c\u00e1c t\u00ecnh hu\u1ed1ng n\u01a1i c\u00f3 th\u1ec3 tin t\u01b0\u1edfng v\u00e0o m\u1ed9t t\u1ed5 ch\u1ee9c trung t\u00e2m \u0111\u1ec3 qu\u1ea3n l\u00fd qu\u00e1 tr\u00ecnh, v\u00ed d\u1ee5 nh\u01b0 m\u1ed9t c\u00f4ng ty c\u00f4ng ngh\u1ec7 c\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 c\u1ee7a m\u00ecnh tr\u00ean c\u00e1c thi\u1ebft b\u1ecb ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c m\u1ed9t hi\u1ec7p h\u1ed9i y t\u1ebf ph\u1ed1i h\u1ee3p nghi\u00ean c\u1ee9u gi\u1eefa c\u00e1c b\u1ec7nh vi\u1ec7n.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Hoc-phan-tan-phi-tap-trung\"><\/span>H\u1ecdc ph\u00e2n t\u00e1n phi t\u1eadp trung<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>H\u1ecdc ph\u00e2n t\u00e1n phi t\u1eadp trung<strong> lo\u1ea1i b\u1ecf s\u1ef1 c\u1ea7n thi\u1ebft c\u1ee7a m\u1ed9t m\u00e1y ch\u1ee7 trung t\u00e2m<\/strong>. Trong ph\u01b0\u01a1ng ph\u00e1p n\u00e0y, c\u00e1c kh\u00e1ch h\u00e0ng giao ti\u1ebfp tr\u1ef1c ti\u1ebfp v\u1edbi nhau trong m\u1ed9t m\u1ea1ng l\u01b0\u1edbi peer-to-peer, v\u00e0 m\u1ed7i kh\u00e1ch h\u00e0ng v\u1eeba l\u00e0 ng\u01b0\u1eddi h\u1ecdc, v\u1eeba l\u00e0 ng\u01b0\u1eddi t\u1ed5ng h\u1ee3p.<\/p>\n<p>C\u00e1c m\u00f4 h\u00ecnh ho\u1eb7c b\u1ea3n c\u1eadp nh\u1eadt \u0111\u01b0\u1ee3c chia s\u1ebb gi\u1eefa c\u00e1c kh\u00e1ch h\u00e0ng, th\u01b0\u1eddng s\u1eed d\u1ee5ng blockchain ho\u1eb7c c\u00e1c c\u00f4ng ngh\u1ec7 s\u1ed5 c\u00e1i ph\u00e2n t\u00e1n kh\u00e1c, v\u00e0 m\u00f4 h\u00ecnh to\u00e0n c\u1ea7u s\u1ebd h\u00ecnh th\u00e0nh t\u1eeb c\u00e1c t\u01b0\u01a1ng t\u00e1c t\u1eadp th\u1ec3 gi\u1eefa c\u00e1c kh\u00e1ch h\u00e0ng.<\/p>\n<p>Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch trong c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00f4ng c\u00f3 m\u1ed9t c\u01a1 quan trung t\u00e2m \u0111\u00e1ng tin c\u1eady ho\u1eb7c khi c\u1ea7n b\u1ea3o m\u1eadt cao h\u01a1n v\u00e0 kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i trong tr\u01b0\u1eddng h\u1ee3p c\u00f3 s\u1ef1 c\u1ed1.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Hoc-phan-tan-di-the\"><\/span>H\u1ecdc ph\u00e2n t\u00e1n d\u1ecb th\u1ec3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>H\u1ecdc ph\u00e2n t\u00e1n d\u1ecb th\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c trong vi\u1ec7c hu\u1ea5n luy\u1ec7n tr\u00ean c\u00e1c thi\u1ebft b\u1ecb v\u00e0 ph\u00e2n ph\u1ed1i d\u1eef li\u1ec7u \u0111a d\u1ea1ng v\u00ec n\u00f3 ch\u1ea5p nh\u1eadn c\u00e1c thi\u1ebft b\u1ecb c\u00f3 kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n v\u00e0 t\u00e0i nguy\u00ean kh\u00e1c nhau.<\/p>\n<p>Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y s\u1eed d\u1ee5ng c\u00e1c <strong><a href=\"https:\/\/interdata.vn\/blog\/thuat-toan-algorithm\/\">thu\u1eadt to\u00e1n<\/a> th\u00edch \u1ee9ng \u0111\u1ec3 x\u1eed l\u00fd ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u<\/strong> kh\u00e1c nhau tr\u00ean c\u00e1c kh\u00e1ch h\u00e0ng. Lo\u1ea1i h\u1ecdc ph\u00e2n t\u00e1n n\u00e0y h\u1eefu \u00edch trong c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf, n\u01a1i d\u1eef li\u1ec7u v\u00e0 thi\u1ebft b\u1ecb r\u1ea5t \u0111a d\u1ea1ng, ch\u1eb3ng h\u1ea1n nh\u01b0 trong c\u00e1c m\u1ea1ng <a href=\"https:\/\/interdata.vn\/blog\/internet-of-things\/\">IoT<\/a> ho\u1eb7c khi hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh gi\u1eefa c\u00e1c t\u1ed5 ch\u1ee9c kh\u00e1c nhau.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Hoc-phan-tan-lien-silo\"><\/span>H\u1ecdc ph\u00e2n t\u00e1n li\u00ean silo<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>H\u1ecdc ph\u00e2n t\u00e1n li\u00ean silo t\u1eadp trung v\u00e0o vi\u1ec7c h\u1ee3p t\u00e1c gi\u1eefa c\u00e1c t\u1ed5 ch\u1ee9c ho\u1eb7c silo d\u1eef li\u1ec7u kh\u00e1c nhau. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y li\u00ean quan \u0111\u1ebfn m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng nh\u1ecf c\u00e1c tham gia \u0111\u00e1ng tin c\u1eady, th\u01b0\u1eddng l\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c thay v\u00ec thi\u1ebft b\u1ecb c\u00e1 nh\u00e2n.<\/p>\n<p>C\u00e1c tham gia n\u00e0y th\u01b0\u1eddng c\u00f3 b\u1ed9 <a href=\"https:\/\/interdata.vn\/blog\/big-data-la-gi\/\">d\u1eef li\u1ec7u l\u1edbn<\/a> h\u01a1n v\u00e0 k\u1ebft n\u1ed1i \u1ed5n \u0111\u1ecbnh h\u01a1n so v\u1edbi c\u00e1c c\u00e0i \u0111\u1eb7t h\u1ecdc ph\u00e2n t\u00e1n gi\u1eefa thi\u1ebft b\u1ecb. N\u00f3 c\u00f3 th\u1ec3 y\u00eau c\u1ea7u c\u00e1c th\u1ecfa thu\u1eadn ph\u00e1p l\u00fd v\u00e0 t\u1ed5 ch\u1ee9c ph\u1ee9c t\u1ea1p cho vi\u1ec7c chia s\u1ebb d\u1eef li\u1ec7u v\u00e0 quy\u1ec1n s\u1edf h\u1eefu m\u00f4 h\u00ecnh.<\/p>\n<p>Ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc ph\u00e2n t\u00e1n li\u00ean silo th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c t\u00ecnh hu\u1ed1ng nh\u01b0<strong> nghi\u00ean c\u1ee9u h\u1ee3p t\u00e1c gi\u1eefa c\u00e1c t\u1ed5 ch\u1ee9c <\/strong>ho\u1eb7c <strong>h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n gian l\u1eadn<\/strong> gi\u1eefa c\u00e1c ng\u00e2n h\u00e0ng. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c t\u1eadn d\u1ee5ng tr\u00ed tu\u1ec7 t\u1eadp th\u1ec3 trong khi v\u1eabn duy tr\u00ec ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m c\u1ee7a m\u00ecnh.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Nhung-loi-ich-Federated-Learning-mang-lai\"><\/span>Nh\u1eefng l\u1ee3i \u00edch Federated Learning mang l\u1ea1i<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>C\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u (Deep Learning) mu\u1ed1n \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 d\u1ef1 \u0111o\u00e1n cao th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi ngu\u1ed3n d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n c\u1ef1c k\u1ef3 l\u1edbn. Tuy nhi\u00ean, trong nhi\u1ec1u ng\u00e0nh ngh\u1ec1 c\u00f3 quy \u0111\u1ecbnh qu\u1ea3n l\u00fd ch\u1eb7t ch\u1ebd (nh\u01b0 y t\u1ebf, t\u00e0i ch\u00ednh), c\u00e1c t\u1ed5 ch\u1ee9c th\u01b0\u1eddng ng\u1ea7n ng\u1ea1i \u0111\u1ed1i m\u1eb7t v\u1edbi r\u1ee7i ro khi ph\u1ea3i s\u1eed d\u1ee5ng ho\u1eb7c chia s\u1ebb d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh <a href=\"https:\/\/interdata.vn\/blog\/tri-tue-nhan-tao-ai\/\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o<\/a> (AI), nh\u1ea5t l\u00e0 khi l\u1ee3i \u00edch thu v\u1ec1 ch\u01b0a th\u1ef1c s\u1ef1 ch\u1eafc ch\u1eafn.<\/p>\n<p>L\u1ea5y v\u00ed d\u1ee5 trong ng\u00e0nh ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, c\u00e1c r\u00e0o c\u1ea3n v\u1ec1 lu\u1eadt b\u1ea3o m\u1eadt th\u00f4ng tin (nh\u01b0 HIPAA) c\u00f9ng v\u1edbi s\u1ef1 ph\u00e2n m\u1ea3nh c\u1ee7a th\u1ecb tr\u01b0\u1eddng \u0111\u00e3 h\u1ea1n ch\u1ebf vi\u1ec7c khai th\u00e1c t\u1ed1i \u0111a ti\u1ec1m n\u0103ng c\u1ee7a AI.<\/p>\n<figure id=\"attachment_26762\" aria-describedby=\"caption-attachment-26762\" style=\"width: 1000px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-loi-ich-Federated-Learning-mang-lai.jpg\" alt=\"Nh\u1eefng l\u1ee3i \u00edch Federated Learning mang l\u1ea1i\" width=\"1000\" height=\"564\" class=\"size-full wp-image-26762\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-loi-ich-Federated-Learning-mang-lai.jpg 1000w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-loi-ich-Federated-Learning-mang-lai-300x169.jpg 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-loi-ich-Federated-Learning-mang-lai-768x433.jpg 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-loi-ich-Federated-Learning-mang-lai-750x423.jpg 750w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption id=\"caption-attachment-26762\" class=\"wp-caption-text\">Nh\u1eefng l\u1ee3i \u00edch Federated Learning mang l\u1ea1i<\/figcaption><\/figure>\n<p>Federated Learning n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t gi\u1ea3i ph\u00e1p \u0111\u1ed9t ph\u00e1, cho ph\u00e9p nhi\u1ec1u b\u1ec7nh vi\u1ec7n ho\u1eb7c t\u1ed5 ch\u1ee9c y t\u1ebf c\u00f9ng <strong>h\u1ee3p t\u00e1c hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh AI chung<\/strong> m\u1ea1nh m\u1ebd m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i chia s\u1ebb b\u1ea5t k\u1ef3 h\u1ed3 s\u01a1 y t\u1ebf ri\u00eang t\u01b0 n\u00e0o c\u1ee7a b\u1ec7nh nh\u00e2n.<\/p>\n<p>Vi\u1ec7c t\u1ed5ng h\u1ee3p v\u00e0 ph\u00e2n t\u00edch \u1ea9n danh c\u00e1c th\u00f4ng tin h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb d\u1eef li\u1ec7u \u0111a d\u1ea1ng (t\u1eeb \u1ea3nh CT, MRI \u0111\u1ebfn b\u1ec7nh \u00e1n \u0111i\u1ec7n t\u1eed) \u1edf quy m\u00f4 l\u1edbn m\u1edf ra tri\u1ec3n v\u1ecdng t\u00ecm ra nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p m\u1edbi hi\u1ec7u qu\u1ea3 h\u01a1n trong vi\u1ec7c ph\u00e1t hi\u1ec7n v\u00e0 \u0111i\u1ec1u tr\u1ecb ung th\u01b0 c\u0169ng nh\u01b0 c\u00e1c b\u1ec7nh l\u00fd kh\u00e1c trong t\u01b0\u01a1ng lai.<\/p>\n<p>Federated Learning c\u0169ng mang l\u1ea1i l\u1ee3i \u00edch t\u01b0\u01a1ng t\u1ef1 cho h\u00e0ng lo\u1ea1t ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c:<\/p>\n<ul>\n<li><strong>T\u00e0i ch\u00ednh<\/strong>: C\u00e1c ng\u00e2n h\u00e0ng c\u00f3 th\u1ec3 c\u00f9ng nhau c\u1ea3i thi\u1ec7n m\u00f4 h\u00ecnh ch\u1ea5m \u0111i\u1ec3m t\u00edn d\u1ee5ng ho\u1eb7c h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n gian l\u1eadn d\u1ef1a tr\u00ean vi\u1ec7c t\u1ed5ng h\u1ee3p c\u00e1c th\u00f4ng tin h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb h\u1ed3 s\u01a1 t\u00e0i ch\u00ednh c\u1ee7a kh\u00e1ch h\u00e0ng m\u00e0 kh\u00f4ng l\u00e0m l\u1ed9 d\u1eef li\u1ec7u c\u00e1 nh\u00e2n.<\/li>\n<li><strong>B\u1ea3o hi\u1ec3m<\/strong>: Ph\u00e2n t\u00edch t\u1eadp h\u1ee3p d\u1eef li\u1ec7u \u1ea9n danh v\u1ec1 c\u00e1c v\u1ee5 y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng b\u1ea3o hi\u1ec3m xe h\u01a1i c\u00f3 th\u1ec3 cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc gi\u00fap c\u1ea3i thi\u1ec7n an to\u00e0n giao th\u00f4ng.<\/li>\n<li><strong>S\u1ea3n xu\u1ea5t<\/strong>: T\u1ed5ng h\u1ee3p v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u00e2m thanh, h\u00ecnh \u1ea3nh t\u1eeb c\u00e1c d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p kh\u00e1c nhau (m\u00e0 kh\u00f4ng chia s\u1ebb d\u1eef li\u1ec7u g\u1ed1c) c\u00f3 th\u1ec3 gi\u00fap ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c s\u1ef1 c\u1ed1 m\u00e1y m\u00f3c ho\u1eb7c l\u1ed7i s\u1ea3n ph\u1ea9m ti\u1ec1m \u1ea9n.<\/li>\n<\/ul>\n<p>Trong b\u1ed1i c\u1ea3nh con ng\u01b0\u1eddi ng\u00e0y c\u00e0ng g\u1eafn b\u00f3 v\u1edbi \u0111i\u1ec7n tho\u1ea1i di \u0111\u1ed9ng v\u00e0 c\u00e1c thi\u1ebft b\u1ecb th\u00f4ng minh kh\u00e1c, Federated Learning cung c\u1ea5p m\u1ed9t ph\u01b0\u01a1ng th\u1ee9c hi\u1ec7u qu\u1ea3 \u0111\u1ec3 khai th\u00e1c <a href=\"https:\/\/interdata.vn\/blog\/data-pipeline-la-gi\/\">d\u00f2ng ch\u1ea3y d\u1eef li\u1ec7u<\/a> kh\u1ed5ng l\u1ed3 (firehose of data) \u0111\u01b0\u1ee3c t\u1ea1o ra li\u00ean t\u1ee5c t\u1eeb v\u00f4 s\u1ed1 c\u1ea3m bi\u1ebfn tr\u00ean m\u1eb7t \u0111\u1ea5t, d\u01b0\u1edbi bi\u1ec3n hay trong kh\u00f4ng gian.<\/p>\n<p>V\u00ed d\u1ee5, vi\u1ec7c t\u1ed5ng h\u1ee3p c\u00e1c ph\u00e2n t\u00edch t\u1eeb \u1ea3nh v\u1ec7 tinh gi\u1eefa c\u00e1c qu\u1ed1c gia (m\u00e0 kh\u00f4ng c\u1ea7n chia s\u1ebb \u1ea3nh g\u1ed1c) c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn nh\u1eefng d\u1ef1 b\u00e1o ch\u00ednh x\u00e1c h\u01a1n v\u1ec1 bi\u1ebfn \u0111\u1ed5i kh\u00ed h\u1eadu v\u00e0 m\u1ef1c n\u01b0\u1edbc bi\u1ec3n d\u00e2ng \u1edf c\u1ea5p \u0111\u1ed9 khu v\u1ef1c.<\/p>\n<p>Nh\u00ecn chung, d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 t\u1eeb h\u00e0ng t\u1ef7 thi\u1ebft b\u1ecb k\u1ebft n\u1ed1i internet, khi \u0111\u01b0\u1ee3c khai th\u00e1c m\u1ed9t c\u00e1ch an to\u00e0n qua Federated Learning, h\u1ee9a h\u1eb9n s\u1ebd mang l\u1ea1i nh\u1eefng kh\u00e1m ph\u00e1 m\u00e0 ch\u00fang ta th\u1eadm ch\u00ed ch\u01b0a t\u1eebng h\u00ecnh dung t\u1edbi.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Nhung-thach-thuc-cua-Federated-Learning\"><\/span>Nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee7a Federated Learning<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Yeu-cau-dau-tu\"><\/span>Y\u00eau c\u1ea7u \u0111\u1ea7u t\u01b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>C\u00e1c m\u00f4 h\u00ecnh h\u1ecdc t\u1eadp li\u00ean k\u1ebft c\u00f3 th\u1ec3 y\u00eau c\u1ea7u s\u1ef1 giao ti\u1ebfp th\u01b0\u1eddng xuy\u00ean gi\u1eefa c\u00e1c n\u00fat, \u0111i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 y\u00eau c\u1ea7u v\u1ec1 dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef v\u00e0 <a href=\"https:\/\/interdata.vn\/blog\/bang-thong-la-gi\/\">b\u0103ng th\u00f4ng<\/a> cao l\u00e0 m\u1ed9t trong nh\u1eefng y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Bao-mat-du-lieu\"><\/span>B\u1ea3o m\u1eadt d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>B\u1ea3o m\u1eadt d\u1eef li\u1ec7u l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 quan tr\u1ecdng v\u00ec trong h\u1ecdc li\u00ean k\u1ebft, d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c t\u1eadp h\u1ee3p \u1edf m\u1ed9t th\u1ef1c th\u1ec3 hay m\u00e1y ch\u1ee7 duy nh\u1ea5t, m\u00e0 \u0111\u01b0\u1ee3c thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch t\u1eeb nhi\u1ec1u thi\u1ebft b\u1ecb. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0m t\u0103ng di\u1ec7n t\u00edch t\u1ea5n c\u00f4ng.<\/p>\n<p>M\u1eb7c d\u00f9 ch\u1ec9 c\u00f3 c\u00e1c m\u00f4 h\u00ecnh, kh\u00f4ng ph\u1ea3i d\u1eef li\u1ec7u th\u00f4, \u0111\u01b0\u1ee3c truy\u1ec1n t\u1ea3i \u0111\u1ebfn m\u00e1y ch\u1ee7 trung t\u00e2m, nh\u01b0ng c\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 b\u1ecb \u0111\u1ea3o ng\u01b0\u1ee3c \u0111\u1ec3 nh\u1eadn di\u1ec7n d\u1eef li\u1ec7u c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n<figure id=\"attachment_26763\" aria-describedby=\"caption-attachment-26763\" style=\"width: 1000px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-thach-thuc-cua-Federated-Learning.jpg\" alt=\"Nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee7a Federated Learning\" width=\"1000\" height=\"750\" class=\"size-full wp-image-26763\" title=\"\" srcset=\"https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-thach-thuc-cua-Federated-Learning.jpg 1000w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-thach-thuc-cua-Federated-Learning-300x225.jpg 300w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-thach-thuc-cua-Federated-Learning-768x576.jpg 768w, https:\/\/interdata.vn\/blog\/wp-content\/uploads\/2025\/04\/Nhung-thach-thuc-cua-Federated-Learning-750x563.jpg 750w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption id=\"caption-attachment-26763\" class=\"wp-caption-text\">Nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee7a Federated Learning<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Han-che-hieu-suat\"><\/span>H\u1ea1n ch\u1ebf hi\u1ec7u su\u1ea5t<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong>\u0110a d\u1ea1ng d\u1eef li\u1ec7u<\/strong>: C\u00e1c m\u00f4 h\u00ecnh t\u1eeb c\u00e1c thi\u1ebft b\u1ecb kh\u00e1c nhau \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh t\u1ed1t h\u01a1n trong h\u1ecdc t\u1eadp li\u00ean k\u1ebft. \u0110\u1eb7c \u0111i\u1ec3m c\u1ee7a c\u00e1c thi\u1ebft b\u1ecb c\u00f3 th\u1ec3 h\u1ea1n ch\u1ebf kh\u1ea3 n\u0103ng t\u1ed5ng qu\u00e1t c\u1ee7a m\u00f4 h\u00ecnh t\u1eeb m\u1ed9t s\u1ed1 thi\u1ebft b\u1ecb v\u00e0 l\u00e0m gi\u1ea3m \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a phi\u00ean b\u1ea3n ti\u1ebfp theo c\u1ee7a m\u00f4 h\u00ecnh.<\/li>\n<li><strong>R\u00f2 r\u1ec9 th\u00f4ng tin gi\u00e1n ti\u1ebfp<\/strong>: C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111\u00e3 xem x\u00e9t c\u00e1c t\u00ecnh hu\u1ed1ng khi m\u1ed9t th\u00e0nh vi\u00ean trong m\u1ea1ng c\u00f3 th\u1ec3 t\u1ea5n c\u00f4ng m\u1ed9t th\u00e0nh vi\u00ean kh\u00e1c b\u1eb1ng c\u00e1ch ch\u00e8n c\u00e1c l\u1ed7 h\u1ed5ng v\u00e0o m\u00f4 h\u00ecnh to\u00e0n c\u1ea7u chung.<\/li>\n<\/ul>\n<p>H\u1ecdc li\u00ean k\u1ebft v\u1eabn l\u00e0 m\u1ed9t quy tr\u00ecnh h\u1ecdc m\u00e1y kh\u00e1 m\u1edbi m\u1ebb. C\u00e1c nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n m\u1edbi l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a n\u00f3.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tap-trung\"><\/span>T\u1eadp trung<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>V\u1eabn c\u00f3 m\u1ed9t m\u1ee9c \u0111\u1ed9 t\u1eadp trung nh\u1ea5t \u0111\u1ecbnh trong h\u1ecdc t\u1eadp li\u00ean k\u1ebft, n\u01a1i m\u00e0 m\u1ed9t m\u00f4 h\u00ecnh trung t\u00e2m s\u1eed d\u1ee5ng k\u1ebft qu\u1ea3 t\u1eeb c\u00e1c thi\u1ebft b\u1ecb kh\u00e1c \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh m\u1edbi.<\/p>\n<p>C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111\u1ec1 xu\u1ea5t vi\u1ec7c s\u1eed d\u1ee5ng h\u1ecdc li\u00ean k\u1ebft blockchain (BlockFL) v\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p kh\u00e1c \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc li\u00ean k\u1ebft kh\u00f4ng c\u1ea7n tin t\u01b0\u1edfng.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cac-linh-vuc-ung-dung-cua-Federated-Learning\"><\/span>C\u00e1c l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng c\u1ee7a Federated Learning<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>K\u1ef9 thu\u1eadt h\u1ecdc li\u00ean k\u1ebft \u0111\u00e3 v\u00e0 \u0111ang t\u1ea1o ra nhi\u1ec1u \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf \u0111\u1ea7y \u1ea5n t\u01b0\u1ee3ng, len l\u1ecfi v\u00e0o \u0111a d\u1ea1ng c\u00e1c l\u0129nh v\u1ef1c. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 v\u00ed d\u1ee5 ti\u00eau bi\u1ec3u:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Thiet-bi-di-dong-thong-minh-Smartphones\"><\/span>Thi\u1ebft b\u1ecb di \u0111\u1ed9ng th\u00f4ng minh (Smartphones)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Federated Learning \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i \u0111\u1ec3 <strong>c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng ngay tr\u00ean \u0111i\u1ec7n tho\u1ea1i<\/strong>. C\u00e1c t\u00ednh n\u0103ng nh\u01b0 d\u1ef1 \u0111o\u00e1n t\u1eeb ng\u1eef khi g\u00f5 ph\u00edm, nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t \u0111\u1ec3 m\u1edf kh\u00f3a, hay x\u1eed l\u00fd gi\u1ecdng n\u00f3i cho <a href=\"https:\/\/interdata.vn\/blog\/tro-ly-ao-la-gi\/\">tr\u1ee3 l\u00fd \u1ea3o<\/a> (Siri, Google Assistant) \u0111\u1ec1u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 nh\u1edd h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u s\u1eed d\u1ee5ng c\u1ee7a ng\u01b0\u1eddi d\u00f9ng m\u00e0 kh\u00f4ng x\u00e2m ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Giao-thong-van-tai-Xe-tu-hanh\"><\/span>Giao th\u00f4ng v\u1eadn t\u1ea3i &amp; Xe t\u1ef1 h\u00e0nh<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>C\u00e1c h\u1ec7 th\u1ed1ng xe t\u1ef1 l\u00e1i ph\u1ee5 thu\u1ed9c nhi\u1ec1u v\u00e0o th\u1ecb gi\u00e1c m\u00e1y t\u00ednh v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e2n t\u00edch m\u00f4i tr\u01b0\u1eddng v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh l\u00e1i xe an to\u00e0n. Federated Learning gi\u00fap c\u00e1c m\u00f4 h\u00ecnh n\u00e0y<strong> li\u00ean t\u1ee5c h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u \u0111a d\u1ea1ng thu th\u1eadp t\u1eeb nhi\u1ec1u ph\u01b0\u01a1ng ti\u1ec7n<\/strong> kh\u00e1c nhau, qua \u0111\u00f3 t\u0103ng t\u1ed1c \u0111\u1ed9 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 l\u00e0m cho h\u1ec7 th\u1ed1ng tr\u1edf n\u00ean m\u1ea1nh m\u1ebd, \u0111\u00e1ng tin c\u1eady h\u01a1n trong c\u00e1c \u0111i\u1ec1u ki\u1ec7n v\u1eadn h\u00e0nh kh\u00e1c nhau.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"San-xuat-Ban-le\"><\/span>S\u1ea3n xu\u1ea5t &amp; B\u00e1n l\u1ebb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Hi\u1ec3u r\u00f5 h\u00e0nh vi v\u00e0 s\u1edf th\u00edch c\u1ee7a kh\u00e1ch h\u00e0ng qua d\u1eef li\u1ec7u b\u00e1n h\u00e0ng l\u00e0 r\u1ea5t quan tr\u1ecdng. Federated Learning cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ho\u1eb7c nh\u00e0 b\u00e1n l\u1ebb c\u1ea3i thi\u1ec7n h\u1ec7 th\u1ed1ng \u0111\u1ec1 xu\u1ea5t s\u1ea3n ph\u1ea9m b\u1eb1ng c\u00e1ch <strong>h\u1ecdc h\u1ecfi t\u1eeb <a href=\"https:\/\/interdata.vn\/blog\/dataset-la-gi\/\">t\u1eadp d\u1eef li\u1ec7u<\/a> ph\u00e2n t\u00e1n l\u1edbn h\u01a1n v\u00e0 \u0111a d\u1ea1ng h\u01a1n<\/strong> (v\u00ed d\u1ee5: d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u c\u1eeda h\u00e0ng ho\u1eb7c thi\u1ebft b\u1ecb kh\u00e1c nhau) m\u00e0 kh\u00f4ng c\u1ea7n t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u th\u00f4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Thuc-te-ao-va-Tang-cuong-ARVR\"><\/span>Th\u1ef1c t\u1ebf \u1ea3o v\u00e0 T\u0103ng c\u01b0\u1eddng (AR\/VR)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>C\u00e1c \u1ee9ng d\u1ee5ng AR\/VR th\u01b0\u1eddng c\u1ea7n kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c ho\u1eb7c \u1ea3o \u0111\u1ec3 h\u1ed7 tr\u1ee3 t\u01b0\u01a1ng t\u00e1c ho\u1eb7c c\u00e1c ho\u1ea1t \u0111\u1ed9ng t\u1eeb xa. Federated Learning c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n n\u00e0y, c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 tin c\u1eady d\u1ef1a tr\u00ean d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c m\u00f4i tr\u01b0\u1eddng kh\u00e1c nhau.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Giam-sat-Moi-truong-Cong-nghiep-Industrial-Monitoring\"><\/span>Gi\u00e1m s\u00e1t M\u00f4i tr\u01b0\u1eddng C\u00f4ng nghi\u1ec7p (Industrial Monitoring)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>K\u1ef9 thu\u1eadt n\u00e0y h\u1ed7 tr\u1ee3 vi\u1ec7c <strong>ph\u00e2n t\u00edch d\u1eef li\u1ec7u chu\u1ed7i th\u1eddi gian ph\u1ee9c t\u1ea1p<\/strong> t\u1eeb c\u00e1c y\u1ebfu t\u1ed1 m\u00f4i tr\u01b0\u1eddng trong c\u00f4ng nghi\u1ec7p (nhi\u1ec7t \u0111\u1ed9, \u0111\u1ed9 \u1ea9m, rung \u0111\u1ed9ng,&#8230;) b\u1eb1ng c\u00e1ch t\u1ed5ng h\u1ee3p th\u00f4ng tin t\u1eeb nhi\u1ec1u c\u1ea3m bi\u1ebfn, d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t ho\u1eb7c th\u1eadm ch\u00ed t\u1eeb c\u00e1c c\u00f4ng ty kh\u00e1c nhau.<\/p>\n<p>Nh\u1edd k\u1ef9 thu\u1eadt hi\u00e1m s\u00e1t m\u00f4i tr\u01b0\u1eddng c\u00f4ng nghi\u1ec7p gi\u00fap t\u1ed1i \u01b0u h\u00f3a v\u1eadn h\u00e0nh, d\u1ef1 \u0111o\u00e1n b\u1ea3o tr\u00ec v\u00e0 gi\u00e1m s\u00e1t an to\u00e0n m\u00e0 v\u1eabn b\u1ea3o v\u1ec7 \u0111\u01b0\u1ee3c t\u00ednh ri\u00eang t\u01b0 c\u1ee7a d\u1eef li\u1ec7u v\u1eadn h\u00e0nh.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Cham-soc-suc-khoe-Healthcare\"><\/span>Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe (Healthcare)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Federated Learning \u0111ang thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i trong vi\u1ec7c \u1ee9ng d\u1ee5ng AI v\u00e0o y t\u1ebf. N\u00f3 cho ph\u00e9p c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 b\u1ec7nh vi\u1ec7n <strong>h\u1ee3p t\u00e1c hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh ch\u1ea9n \u0111o\u00e1n, d\u1ef1 \u0111o\u00e1n b\u1ec7nh<\/strong> ho\u1eb7c ph\u00e1t tri\u1ec3n thu\u1ed1c m\u1edbi m\u00e0 kh\u00f4ng c\u1ea7n truy c\u1eadp tr\u1ef1c ti\u1ebfp v\u00e0o d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m c\u1ee7a b\u1ec7nh nh\u00e2n t\u1ea1i c\u00e1c c\u01a1 s\u1edf y t\u1ebf kh\u00e1c nhau.<\/p>\n<p>\u1ee8ng d\u1ee5ng AI v\u00e0o y t\u1ebf th\u00fac \u0111\u1ea9y s\u1ef1 h\u1ee3p t\u00e1c nghi\u00ean c\u1ee9u v\u00e0 t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh AI an to\u00e0n, \u0111\u00e1ng tin c\u1eady h\u01a1n cho ng\u00e0nh.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tai-chinh-Finance\"><\/span>T\u00e0i ch\u00ednh (Finance)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>(Nh\u01b0 \u0111\u00e3 \u0111\u1ec1 c\u1eadp \u1edf ph\u1ea7n l\u1ee3i \u00edch) C\u00e1c t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e2n t\u00edch r\u1ee7i ro, ph\u00e1t hi\u1ec7n gian l\u1eadn, ho\u1eb7c \u0111\u00e1nh gi\u00e1 t\u00edn d\u1ee5ng hi\u1ec7u qu\u1ea3 h\u01a1n b\u1eb1ng c\u00e1ch h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u ph\u00e2n t\u00e1n m\u00e0 kh\u00f4ng c\u1ea7n chia s\u1ebb th\u00f4ng tin kh\u00e1ch h\u00e0ng nh\u1ea1y c\u1ea3m gi\u1eefa c\u00e1c \u0111\u01a1n v\u1ecb.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Internet-of-Things-IoT\"><\/span>Internet of Things (IoT)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Federated Learning l\u00e0 m\u1ed9t <strong>gi\u1ea3i ph\u00e1p l\u00fd t\u01b0\u1edfng cho h\u1ec7 sinh th\u00e1i IoT<\/strong>, n\u01a1i h\u00e0ng t\u1ef7 thi\u1ebft b\u1ecb t\u1ea1o ra d\u1eef li\u1ec7u li\u00ean t\u1ee5c. N\u00f3 cho ph\u00e9p c\u1ea3i thi\u1ec7n c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean c\u00e1c thi\u1ebft b\u1ecb th\u00f4ng minh (nh\u00e0 th\u00f4ng minh, thi\u1ebft b\u1ecb \u0111eo, c\u1ea3m bi\u1ebfn c\u00f4ng nghi\u1ec7p) b\u1eb1ng c\u00e1ch h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u t\u1ea1i ch\u1ed7 m\u00e0 kh\u00f4ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o m\u1eadt.<\/p>\n<p>Federated Learning \u0111ang m\u1edf ra m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi trong vi\u1ec7c hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y, gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u ph\u00e2n t\u00e1n m\u00e0 kh\u00f4ng vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. M\u1eb7c d\u00f9 c\u00f2n t\u1ed3n t\u1ea1i m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c, nh\u01b0ng c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a n\u00f3 \u0111ang mang l\u1ea1i nh\u1eefng ti\u1ebfn b\u1ed9 v\u01b0\u1ee3t b\u1eadc trong nhi\u1ec1u l\u0129nh v\u1ef1c.<\/p>\n<p>Nh\u1edd v\u00e0o kh\u1ea3 n\u0103ng h\u1ecdc t\u1eeb d\u1eef li\u1ec7u \u0111a d\u1ea1ng m\u00e0 kh\u00f4ng c\u1ea7n chia s\u1ebb d\u1eef li\u1ec7u g\u1ed1c, Federated Learning h\u1ee9a h\u1eb9n s\u1ebd t\u1ea1o ra nh\u1eefng \u0111\u1ed9t ph\u00e1 l\u1edbn trong c\u00f4ng ngh\u1ec7 AI trong t\u01b0\u01a1ng lai.<br \/>\nVi\u1ec7c tri\u1ec3n khai v\u00e0 \u0111i\u1ec1u ph\u1ed1i c\u00e1c h\u1ec7 th\u1ed1ng AI ph\u1ee9c t\u1ea1p nh\u01b0 Federated Learning \u0111\u00f2i h\u1ecfi h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n m\u1ea1nh m\u1ebd, \u0111\u00e1ng tin c\u1eady. N\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm gi\u1ea3i ph\u00e1p <a href=\"https:\/\/interdata.vn\/thue-vps\/\">thu\u00ea VPS ch\u1ea5t l\u01b0\u1ee3ng gi\u00e1 r\u1ebb<\/a>, InterData cung c\u1ea5p m\u00e1y ch\u1ee7 \u1ea3o VPS c\u1ea5u h\u00ecnh m\u1ea1nh v\u1edbi ph\u1ea7n c\u1ee9ng th\u1ebf h\u1ec7 m\u1edbi nh\u01b0 <a href=\"https:\/\/interdata.vn\/blog\/cpu-server\/\">CPU<\/a> <a href=\"https:\/\/interdata.vn\/blog\/cpu-amd-epyc\/\">AMD EPYC<\/a>, <a href=\"https:\/\/interdata.vn\/blog\/intel-xeon\/\">Intel Xeon<\/a> Platinum v\u00e0 SSD NVMe U.2, mang l\u1ea1i hi\u1ec7u n\u0103ng cao v\u00e0 \u1ed5n \u0111\u1ecbnh cho d\u1ef1 \u00e1n c\u1ee7a b\u1ea1n.<\/p>\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c d\u1ef1 \u00e1n AI\/ML c\u1ea7n kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t h\u01a1n v\u00e0 b\u0103ng th\u00f4ng cao \u0111\u1ec3 x\u1eed l\u00fd l\u01b0\u1ee3ng l\u1edbn c\u1eadp nh\u1eadt m\u00f4 h\u00ecnh, gi\u1ea3i ph\u00e1p <a href=\"https:\/\/interdata.vn\/cloud-server\/\">thu\u00ea Cloud Server gi\u00e1 r\u1ebb t\u1ed1c \u0111\u1ed9 cao <\/a>t\u1ea1i InterData l\u00e0 l\u1ef1a ch\u1ecdn \u0111\u00e1ng c\u00e2n nh\u1eafc. H\u1ec7 th\u1ed1ng <a href=\"https:\/\/interdata.vn\/blog\/cloud-server-may-chu-dam-may\/\">Cloud Server<\/a> c\u1ee7a ch\u00fang t\u00f4i s\u1eed d\u1ee5ng ph\u1ea7n c\u1ee9ng cao c\u1ea5p, dung l\u01b0\u1ee3ng t\u1ed1i \u01b0u, mang l\u1ea1i t\u1ed1c \u0111\u1ed9 v\u01b0\u1ee3t tr\u1ed9i v\u00e0 s\u1ef1 \u1ed5n \u0111\u1ecbnh c\u1ea7n thi\u1ebft.<\/p>\n<p>Li\u00ean h\u1ec7 v\u1edbi InterData ngay \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n v\u1ec1 d\u1ecbch v\u1ee5.<\/p>\n<p><strong>INTERDATA<\/strong><\/p>\n<ul>\n<li><strong><a href=\"https:\/\/interdata.vn\/blog\/website-la-gi\/\">Website<\/a>:<\/strong><span>\u00a0<\/span>Interdata.vn<\/li>\n<li><strong>Hotline:<\/strong><span>\u00a0<\/span>1900-636822<\/li>\n<li><strong>Email:<\/strong><span>\u00a0<\/span>Info@interdata.vn<\/li>\n<li><strong>VP\u0110D:<\/strong><span>\u00a0<\/span>240 Nguy\u1ec5n \u0110\u00ecnh Ch\u00ednh, P.11. Q. Ph\u00fa Nhu\u1eadn, TP. Ho\u0302\u0300 Ch\u00ed Minh<\/li>\n<li><strong>VPGD:<\/strong><span>\u00a0<\/span>S\u1ed1 211 \u0110\u01b0\u1eddng s\u1ed1 5, K\u0110T Lakeview City, P. An Ph\u00fa, TP. Th\u1ee7 \u0110\u1ee9c, TP. H\u1ed3 Ch\u00ed Minh<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Federated Learning (H\u1ecdc li\u00ean k\u1ebft) l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1eb7c bi\u1ec7t, gi\u00fap t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n chia s\u1ebb d\u1eef li\u1ec7u g\u1ed1c gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb ng\u01b0\u1eddi d\u00f9ng v\u00e0 m\u00e1y ch\u1ee7 trung t\u00e2m. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd cung c\u1ea5p c\u00e1i nh\u00ecn t\u1ed5ng quan Federated<\/p>\n","protected":false},"author":11,"featured_media":26764,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[108],"tags":[],"class_list":["post-26758","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts\/26758","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/comments?post=26758"}],"version-history":[{"count":2,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts\/26758\/revisions"}],"predecessor-version":[{"id":26765,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/posts\/26758\/revisions\/26765"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/media\/26764"}],"wp:attachment":[{"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/media?parent=26758"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/categories?post=26758"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/interdata.vn\/blog\/wp-json\/wp\/v2\/tags?post=26758"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}