{"id":20444,"date":"2025-08-20T10:18:54","date_gmt":"2025-08-20T03:18:54","guid":{"rendered":"https:\/\/base.vn\/blog\/?p=20444"},"modified":"2025-09-05T11:18:17","modified_gmt":"2025-09-05T04:18:17","slug":"federated-learning","status":"publish","type":"post","link":"https:\/\/base.vn\/blog\/federated-learning\/","title":{"rendered":"Federated Learning l\u00e0 g\u00ec? T\u00ecm hi\u1ec3u v\u1ec1 h\u1ecdc li\u00ean k\u1ebft trong tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o"},"content":{"rendered":"\n<p>Trong th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t trong nh\u1eefng t\u00e0i s\u1ea3n quan tr\u1ecdng c\u1ee7a doanh nghi\u1ec7p. Tuy nhi\u00ean, vi\u1ec7c t\u1eadp trung d\u1eef li\u1ec7u v\u1ec1 m\u1ed9t n\u01a1i \u0111\u1ec3 hu\u1ea5n luy\u1ec7n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) l\u1ea1i ti\u1ec1m \u1ea9n nhi\u1ec1u r\u1ee7i ro: r\u00f2 r\u1ec9 th\u00f4ng tin, vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0, chi ph\u00ed l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd kh\u1ed5ng l\u1ed3. \u0110\u00e2y ch\u00ednh l\u00e0 l\u00fd do Federated Learning (H\u1ecdc li\u00ean k\u1ebft) ra \u0111\u1eddi. \u0110\u00e2y m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p m\u1edbi cho ph\u00e9p AI h\u1ecdc t\u1eeb nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u ph\u00e2n t\u00e1n m\u00e0 kh\u00f4ng c\u1ea7n chia s\u1ebb d\u1eef li\u1ec7u g\u1ed1c. H\u00e3y c\u00f9ng <a href=\"https:\/\/base.vn\/?utm_source=base-blog&amp;utm_content=federated-learning\" target=\"_blank\" rel=\"noreferrer noopener\">Base.vn<\/a> t\u00ecm hi\u1ec3u chi ti\u1ebft v\u1ec1 Federated Learning, \u01b0u \u0111i\u1ec3m v\u00e0 nh\u1eefng \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf trong b\u00e0i vi\u1ebft \u0111\u01b0\u01a1i \u0111\u00e2y.\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-federated-learning-la-gi\">1. Federated Learning l\u00e0 g\u00ec?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-1-khai-ni\u1ec7m-nbsp\">1.1 Kh\u00e1i ni\u1ec7m&nbsp;<\/h3>\n\n\n\n<p><strong>Federated Learning<\/strong>, hay c\u00f2n g\u1ecdi l\u00e0 <strong>H\u1ecdc li\u00ean k\u1ebft<\/strong>, l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh <a href=\"https:\/\/base.vn\/blog\/cong-nghe-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI)<\/a> m\u00e0 d\u1eef li\u1ec7u kh\u00f4ng c\u1ea7n t\u1eadp trung v\u1ec1 m\u1ed9t n\u01a1i. Thay v\u00ec \u0111\u01b0a to\u00e0n b\u1ed9 d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n v\u1ec1 m\u00e1y ch\u1ee7 \u0111\u1ec3 x\u1eed l\u00fd, m\u1ed7i thi\u1ebft b\u1ecb (nh\u01b0 \u0111i\u1ec7n tho\u1ea1i, m\u00e1y t\u00ednh, ho\u1eb7c m\u00e1y ch\u1ee7 nh\u1ecf) s\u1ebd t\u1ef1 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh tr\u00ean d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 c\u1ee7a m\u00ecnh. Sau \u0111\u00f3, ch\u1ec9 k\u1ebft qu\u1ea3 hu\u1ea5n luy\u1ec7n (tr\u1ecdng s\u1ed1 m\u00f4 h\u00ecnh) m\u1edbi \u0111\u01b0\u1ee3c g\u1eedi v\u1ec1 trung t\u00e2m \u0111\u1ec3 t\u1ed5ng h\u1ee3p, thay v\u00ec g\u1eedi to\u00e0n b\u1ed9 d\u1eef li\u1ec7u th\u00f4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-2-di\u1ec3m-khac-bi\u1ec7t-so-v\u1edbi-machine-learning-truy\u1ec1n-th\u1ed1ng\">1.2 \u0110i\u1ec3m kh\u00e1c bi\u1ec7t so v\u1edbi Machine Learning truy\u1ec1n th\u1ed1ng<\/h3>\n\n\n\n<p>Trong <a href=\"https:\/\/base.vn\/blog\/machine-learning-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Machine Learning<\/a> truy\u1ec1n th\u1ed1ng, d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau \u0111\u01b0\u1ee3c t\u1eadp trung v\u1ec1 m\u1ed9t h\u1ec7 th\u1ed1ng trung t\u00e2m, n\u01a1i m\u00f4 h\u00ecnh s\u1ebd \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n. \u0110i\u1ec1u n\u00e0y \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c d\u1eef li\u1ec7u c\u00e1 nh\u00e2n ho\u1eb7c d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m ph\u1ea3i r\u1eddi kh\u1ecfi thi\u1ebft b\u1ecb g\u1ed1c v\u00e0 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef \u1edf n\u01a1i kh\u00e1c.<\/p>\n\n\n\n<p>Ng\u01b0\u1ee3c l\u1ea1i, v\u1edbi Federated Learning, d\u1eef li\u1ec7u kh\u00f4ng r\u1eddi kh\u1ecfi thi\u1ebft b\u1ecb g\u1ed1c. To\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n \u0111\u01b0\u1ee3c di\u1ec5n ra ngay tr\u00ean thi\u1ebft b\u1ecb, v\u00e0 h\u1ec7 th\u1ed1ng trung t\u00e2m ch\u1ec9 nh\u1eadn ph\u1ea7n m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c h\u1ecdc. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y gi\u00fap gi\u1ea3m r\u1ee7i ro r\u00f2 r\u1ec9 d\u1eef li\u1ec7u, \u0111\u1ed3ng th\u1eddi t\u1eadn d\u1ee5ng \u0111\u01b0\u1ee3c s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n ph\u00e2n t\u00e1n t\u1eeb nhi\u1ec1u thi\u1ebft b\u1ecb.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"587\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/federated-learning-la-gi-1024x587.webp\" alt=\"Federated Learning l\u00e0 g\u00ec?\" class=\"wp-image-20454\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/federated-learning-la-gi-1024x587.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/federated-learning-la-gi-300x172.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/federated-learning-la-gi-768x440.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/federated-learning-la-gi-1536x880.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/federated-learning-la-gi.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-3-y-nghia-trong-b\u1ed1i-c\u1ea3nh-d\u1eef-li\u1ec7u-va-b\u1ea3o-m\u1eadt-ngay-nay\">1.3 \u00dd ngh\u0129a trong b\u1ed1i c\u1ea3nh d\u1eef li\u1ec7u v\u00e0 b\u1ea3o m\u1eadt ng\u00e0y nay<\/h3>\n\n\n\n<p>Trong b\u1ed1i c\u1ea3nh d\u1eef li\u1ec7u c\u00e1 nh\u00e2n ng\u00e0y c\u00e0ng nh\u1ea1y c\u1ea3m v\u00e0 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt cao, c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 r\u00f2 r\u1ec9 th\u00f4ng tin, vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0, ho\u1eb7c l\u1ea1m d\u1ee5ng d\u1eef li\u1ec7u \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed1i lo ng\u1ea1i l\u1edbn c\u1ee7a c\u1ea3 c\u00e1 nh\u00e2n l\u1eabn doanh nghi\u1ec7p. Federated Learning mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch quan tr\u1ecdng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>B\u1ea3o m\u1eadt th\u00f4ng tin: D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c gi\u1eef nguy\u00ean tr\u00ean thi\u1ebft b\u1ecb, h\u1ea1n ch\u1ebf t\u1ed1i \u0111a nguy c\u01a1 b\u1ecb \u0111\u00e1nh c\u1eafp.<\/li>\n\n\n\n<li>T\u00f4n tr\u1ecdng quy\u1ec1n ri\u00eang t\u01b0: Ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng c\u1ea7n chia s\u1ebb tr\u1ef1c ti\u1ebfp d\u1eef li\u1ec7u g\u1ed1c cho h\u1ec7 th\u1ed1ng trung t\u00e2m.<\/li>\n\n\n\n<li>T\u1ed1i \u01b0u t\u00e0i nguy\u00ean: T\u1eadn d\u1ee5ng kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n c\u1ee7a nhi\u1ec1u thi\u1ebft b\u1ecb thay v\u00ec ph\u1ee5 thu\u1ed9c ho\u00e0n to\u00e0n v\u00e0o m\u00e1y ch\u1ee7 l\u1edbn.<\/li>\n\n\n\n<li>\u1ee8ng d\u1ee5ng r\u1ed9ng r\u00e3i: \u0110\u1eb7c bi\u1ec7t ph\u00f9 h\u1ee3p trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 y t\u1ebf (h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n), t\u00e0i ch\u00ednh (giao d\u1ecbch c\u00e1 nh\u00e2n), hay thi\u1ebft b\u1ecb di \u0111\u1ed9ng (c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n m\u00e0 kh\u00f4ng x\u00e2m ph\u1ea1m d\u1eef li\u1ec7u ng\u01b0\u1eddi d\u00f9ng).<\/li>\n<\/ul>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/transfer-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">Transfer Learning l\u00e0 g\u00ec? C\u00e1ch m\u00e1y h\u1ecdc t\u0103ng t\u1ed1c nh\u1edd ki\u1ebfn th\u1ee9c c\u0169<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-c\u01a1-ch\u1ebf-ho\u1ea1t-d\u1ed9ng-c\u1ee7a-federated-learning\">2. C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Federated Learning<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-1-ai-h\u1ecdc-tren-nhi\u1ec1u-thi\u1ebft-b\u1ecb-ma-khong-t\u1eadp-trung-d\u1eef-li\u1ec7u\">2.1 AI h\u1ecdc tr\u00ean nhi\u1ec1u thi\u1ebft b\u1ecb m\u00e0 kh\u00f4ng t\u1eadp trung d\u1eef li\u1ec7u<\/h3>\n\n\n\n<p>Kh\u00e1c v\u1edbi c\u00e1ch truy\u1ec1n th\u1ed1ng l\u00e0 gom to\u00e0n b\u1ed9 d\u1eef li\u1ec7u v\u1ec1 m\u1ed9t n\u01a1i \u0111\u1ec3 hu\u1ea5n luy\u1ec7n, Federated Learning cho ph\u00e9p nhi\u1ec1u thi\u1ebft b\u1ecb kh\u00e1c nhau c\u00f9ng tham gia qu\u00e1 tr\u00ecnh h\u1ecdc nh\u01b0ng d\u1eef li\u1ec7u v\u1eabn n\u1eb1m y\u00ean t\u1ea1i ch\u1ed7. Thay v\u00ec chia s\u1ebb d\u1eef li\u1ec7u g\u1ed1c, c\u00e1c thi\u1ebft b\u1ecb ch\u1ec9 g\u1eedi k\u1ebft qu\u1ea3 hu\u1ea5n luy\u1ec7n (th\u00f4ng tin v\u1ec1 c\u00e1ch m\u00f4 h\u00ecnh \u201chi\u1ec3u\u201d d\u1eef li\u1ec7u) v\u1ec1 trung t\u00e2m. \u0110i\u1ec1u n\u00e0y gi\u00fap AI h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u ph\u00e2n t\u00e1n m\u00e0 kh\u00f4ng c\u1ea7n x\u00e2m ph\u1ea1m \u0111\u1ebfn quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a t\u1eebng ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-2-quy-trinh-c\u01a1-b\u1ea3n-trong-federated-learning\">2.2 Quy tr\u00ecnh c\u01a1 b\u1ea3n trong Federated Learning<\/h3>\n\n\n\n<p>Quy tr\u00ecnh c\u01a1 b\u1ea3n trong Federated Learning g\u1ed3m 4 b\u01b0\u1edbc ch\u00ednh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ph\u00e2n ph\u1ed1i m\u00f4 h\u00ecnh: M\u00e1y ch\u1ee7 trung t\u00e2m g\u1eedi m\u1ed9t m\u00f4 h\u00ecnh AI ban \u0111\u1ea7u (c\u00f3 th\u1ec3 l\u00e0 m\u00f4 h\u00ecnh \u201ctr\u1eafng\u201d ho\u1eb7c m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n c\u01a1 b\u1ea3n) \u0111\u1ebfn c\u00e1c thi\u1ebft b\u1ecb tham gia.<\/li>\n\n\n\n<li>Hu\u1ea5n luy\u1ec7n c\u1ee5c b\u1ed9: M\u1ed7i thi\u1ebft b\u1ecb d\u00f9ng d\u1eef li\u1ec7u ri\u00eang c\u1ee7a m\u00ecnh (v\u00ed d\u1ee5: tin nh\u1eafn, h\u00ecnh \u1ea3nh, h\u00e0nh vi s\u1eed d\u1ee5ng) \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ngay tr\u00ean thi\u1ebft b\u1ecb \u0111\u00f3. D\u1eef li\u1ec7u kh\u00f4ng r\u1eddi kh\u1ecfi thi\u1ebft b\u1ecb.<\/li>\n\n\n\n<li>T\u1ed5ng h\u1ee3p tham s\u1ed1: Sau khi hu\u1ea5n luy\u1ec7n, thi\u1ebft b\u1ecb ch\u1ec9 g\u1eedi l\u1ea1i c\u00e1c tham s\u1ed1 \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh (nh\u01b0 tr\u1ecdng s\u1ed1 c\u1ee7a m\u00f4 h\u00ecnh) v\u1ec1 m\u00e1y ch\u1ee7.<\/li>\n\n\n\n<li>C\u1eadp nh\u1eadt m\u00f4 h\u00ecnh: M\u00e1y ch\u1ee7 trung t\u00e2m s\u1ebd t\u1ed5ng h\u1ee3p tham s\u1ed1 t\u1eeb h\u00e0ng ngh\u00ecn ho\u1eb7c h\u00e0ng tri\u1ec7u thi\u1ebft b\u1ecb \u0111\u1ec3 t\u1ea1o ra m\u1ed9t m\u00f4 h\u00ecnh chung t\u1ed1t h\u01a1n. Qu\u00e1 tr\u00ecnh n\u00e0y \u0111\u01b0\u1ee3c l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, gi\u00fap m\u00f4 h\u00ecnh ng\u00e0y c\u00e0ng ch\u00ednh x\u00e1c h\u01a1n.<\/li>\n<\/ul>\n\n\n\n<p>V\u00ed d\u1ee5: H\u00e3y t\u01b0\u1edfng t\u01b0\u1ee3ng b\u1ea1n v\u00e0 nhi\u1ec1u ng\u01b0\u1eddi kh\u00e1c c\u00f9ng d\u00f9ng m\u1ed9t \u1ee9ng d\u1ee5ng b\u00e0n ph\u00edm tr\u00ean \u0111i\u1ec7n tho\u1ea1i.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Khi b\u1ea1n g\u00f5 ch\u1eef, \u1ee9ng d\u1ee5ng s\u1ebd h\u1ecdc c\u00e1ch b\u1ea1n th\u01b0\u1eddng vi\u1ebft (v\u00ed d\u1ee5: b\u1ea1n hay vi\u1ebft \u201cko\u201d thay v\u00ec \u201ckh\u00f4ng\u201d). Vi\u1ec7c h\u1ecdc n\u00e0y <strong>ch\u1ec9 di\u1ec5n ra tr\u00ean \u0111i\u1ec7n tho\u1ea1i c\u1ee7a b\u1ea1n<\/strong>, d\u1eef li\u1ec7u tin nh\u1eafn kh\u00f4ng b\u1ecb g\u1eedi \u0111i \u0111\u00e2u.<\/li>\n\n\n\n<li>Sau m\u1ed9t th\u1eddi gian, \u0111i\u1ec7n tho\u1ea1i ch\u1ec9 g\u1eedi <strong>k\u1ebft qu\u1ea3 h\u1ecdc \u0111\u01b0\u1ee3c<\/strong> (c\u00e1ch m\u00f4 h\u00ecnh hi\u1ec3u v\u1ec1 c\u00e1ch vi\u1ebft c\u1ee7a b\u1ea1n) v\u1ec1 m\u00e1y ch\u1ee7. M\u00e1y ch\u1ee7 s\u1ebd t\u1ed5ng h\u1ee3p th\u00f4ng tin t\u1eeb h\u00e0ng tri\u1ec7u ng\u01b0\u1eddi d\u00f9ng kh\u00e1c \u0111\u1ec3 c\u1ea3i thi\u1ec7n to\u00e0n b\u1ed9 m\u00f4 h\u00ecnh g\u1ee3i \u00fd t\u1eeb.<\/li>\n\n\n\n<li>K\u1ebft qu\u1ea3: khi g\u00f5, t\u1ea5t c\u1ea3 ng\u01b0\u1eddi d\u00f9ng \u0111\u1ec1u nh\u1eadn \u0111\u01b0\u1ee3c tr\u1ea3i nghi\u1ec7m g\u1ee3i \u00fd t\u1eeb nhanh v\u00e0 ch\u00ednh x\u00e1c h\u01a1n, m\u00e0 v\u1eabn \u0111\u1ea3m b\u1ea3o an to\u00e0n d\u1eef li\u1ec7u c\u00e1 nh\u00e2n.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"587\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/hoc-lien-ket-1024x587.webp\" alt=\"H\u1ecdc li\u00ean k\u1ebft\" class=\"wp-image-20456\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/hoc-lien-ket-1024x587.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/hoc-lien-ket-300x172.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/hoc-lien-ket-768x440.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/hoc-lien-ket-1536x880.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/hoc-lien-ket.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-\u01b0u-di\u1ec3m-c\u1ee7a-federated-learning\">3. \u01afu \u0111i\u1ec3m c\u1ee7a Federated Learning<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-1-b\u1ea3o-m\u1eadt-amp-quy\u1ec1n-rieng-t\u01b0-d\u1eef-li\u1ec7u\">3.1 B\u1ea3o m\u1eadt &amp; quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u<\/h3>\n\n\n\n<p>\u0110i\u1ec3m m\u1ea1nh l\u1edbn nh\u1ea5t c\u1ee7a Federated Learning l\u00e0 gi\u1eef d\u1eef li\u1ec7u t\u1ea1i ch\u1ed7. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng c\u1ea7n chia s\u1ebb d\u1eef li\u1ec7u g\u1ed1c l\u00ean m\u00e1y ch\u1ee7 trung t\u00e2m, m\u00e0 ch\u1ec9 chia s\u1ebb k\u1ebft qu\u1ea3 hu\u1ea5n luy\u1ec7n. Ch\u00ednh v\u00ec th\u1ebf, qu\u00e1 tr\u00ecnh Federated Learning gi\u00fap b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, \u0111\u1eb7c bi\u1ec7t trong c\u00e1c l\u0129nh v\u1ef1c nh\u1ea1y c\u1ea3m nh\u01b0 y t\u1ebf, t\u00e0i ch\u00ednh hay thi\u1ebft b\u1ecb c\u00e1 nh\u00e2n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-2-gi\u1ea3m-r\u1ee7i-ro-ro-r\u1ec9-d\u1eef-li\u1ec7u\">3.2 Gi\u1ea3m r\u1ee7i ro r\u00f2 r\u1ec9 d\u1eef li\u1ec7u<\/h3>\n\n\n\n<p>Khi d\u1eef li\u1ec7u kh\u00f4ng ph\u1ea3i di chuy\u1ec3n hay l\u01b0u tr\u1eef t\u1eadp trung, nguy c\u01a1 b\u1ecb r\u00f2 r\u1ec9, \u0111\u00e1nh c\u1eafp, ho\u1eb7c l\u1ea1m d\u1ee5ng c\u0169ng gi\u1ea3m \u0111\u00e1ng k\u1ec3. Ngay c\u1ea3 khi m\u00e1y ch\u1ee7 trung t\u00e2m g\u1eb7p s\u1ef1 c\u1ed1 b\u1ea3o m\u1eadt, k\u1ebb x\u1ea5u c\u0169ng kh\u00f4ng th\u1ec3 truy c\u1eadp v\u00e0o to\u00e0n b\u1ed9 d\u1eef li\u1ec7u g\u1ed1c t\u1eeb ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-3-t\u1eadn-d\u1ee5ng-d\u1eef-li\u1ec7u-phan-tan-kh\u1ed5ng-l\u1ed3\">3.3 T\u1eadn d\u1ee5ng d\u1eef li\u1ec7u ph\u00e2n t\u00e1n kh\u1ed5ng l\u1ed3<\/h3>\n\n\n\n<p>Trong k\u1ef7 nguy\u00ean <a href=\"https:\/\/base.vn\/blog\/iot-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Internet of Things (IoT)<\/a> v\u00e0 thi\u1ebft b\u1ecb di \u0111\u1ed9ng, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c sinh ra kh\u1eafp n\u01a1i: \u0111i\u1ec7n tho\u1ea1i, \u0111\u1ed3ng h\u1ed3 th\u00f4ng minh, c\u1ea3m bi\u1ebfn, camera, thi\u1ebft b\u1ecb gia d\u1ee5ng&#8230; Federated Learning gi\u00fap khai th\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u ph\u00e2n t\u00e1n kh\u1ed5ng l\u1ed3 n\u00e0y m\u00e0 kh\u00f4ng c\u1ea7n thu gom v\u1ec1 m\u1ed9t ch\u1ed7, t\u1eeb \u0111\u00f3 c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng m\u00f4 h\u00ecnh AI tr\u00ean quy m\u00f4 r\u1ea5t l\u1edbn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-4-hi\u1ec7u-qu\u1ea3-chi-phi-amp-t\u1ed1c-d\u1ed9\">3.4 Hi\u1ec7u qu\u1ea3 chi ph\u00ed &amp; t\u1ed1c \u0111\u1ed9<\/h3>\n\n\n\n<p>Vi\u1ec7c truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn v\u1ec1 m\u00e1y ch\u1ee7 kh\u00f4ng ch\u1ec9 t\u1ed1n chi ph\u00ed l\u01b0u tr\u1eef, b\u0103ng th\u00f4ng m\u00e0 c\u00f2n l\u00e0m ch\u1eadm qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. V\u1edbi Federated Learning, ch\u1ec9 tham s\u1ed1 m\u00f4 h\u00ecnh (dung l\u01b0\u1ee3ng nh\u1ecf) \u0111\u01b0\u1ee3c g\u1eedi \u0111i, nh\u1edd \u0111\u00f3 ti\u1ebft ki\u1ec7m chi ph\u00ed, t\u0103ng t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd v\u00e0 cho ph\u00e9p m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt th\u01b0\u1eddng xuy\u00ean h\u01a1n.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"587\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/uu-diem-federated-learning-1024x587.webp\" alt=\"\u01afu \u0111i\u1ec3m c\u1ee7a Federated Learning\" class=\"wp-image-20460\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/uu-diem-federated-learning-1024x587.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/uu-diem-federated-learning-300x172.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/uu-diem-federated-learning-768x440.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/uu-diem-federated-learning-1536x880.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/08\/uu-diem-federated-learning.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-h\u1ea1n-ch\u1ebf-va-thach-th\u1ee9c-c\u1ee7a-federated-learning\">4. H\u1ea1n ch\u1ebf v\u00e0 th\u00e1ch th\u1ee9c c\u1ee7a Federated Learning<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-1-kho-khan-trong-vi\u1ec7c-d\u1ed3ng-b\u1ed9-va-t\u1ed1i-\u01b0u-mo-hinh\">4.1 Kh\u00f3 kh\u0103n trong vi\u1ec7c \u0111\u1ed3ng b\u1ed9 v\u00e0 t\u1ed1i \u01b0u m\u00f4 h\u00ecnh<\/h3>\n\n\n\n<p>Federated Learning \u0111\u00f2i h\u1ecfi s\u1ef1 ph\u1ed1i h\u1ee3p gi\u1eefa h\u00e0ng ngh\u00ecn, th\u1eadm ch\u00ed h\u00e0ng tri\u1ec7u thi\u1ebft b\u1ecb c\u00f9ng tham gia hu\u1ea5n luy\u1ec7n. Tuy nhi\u00ean, m\u1ed7i thi\u1ebft b\u1ecb c\u00f3 t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd kh\u00e1c nhau, m\u1ee9c \u0111\u1ed9 k\u1ebft n\u1ed1i m\u1ea1ng kh\u00e1c nhau, d\u1eabn \u0111\u1ebfn vi\u1ec7c \u0111\u1ed3ng b\u1ed9 m\u00f4 h\u00ecnh tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p. Ngo\u00e0i ra, vi\u1ec7c t\u1ed1i \u01b0u \u0111\u1ec3 m\u00f4 h\u00ecnh chung \u0111\u1ea1t ch\u1ea5t l\u01b0\u1ee3ng cao nh\u1ea5t t\u1eeb nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u ph\u00e2n t\u00e1n c\u0169ng l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-2-ch\u1ea5t-l\u01b0\u1ee3ng-d\u1eef-li\u1ec7u-khong-d\u1ed3ng-d\u1ec1u-gi\u1eefa-cac-thi\u1ebft-b\u1ecb\">4.2 Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ed3ng \u0111\u1ec1u gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb<\/h3>\n\n\n\n<p>Kh\u00f4ng ph\u1ea3i thi\u1ebft b\u1ecb n\u00e0o c\u0169ng c\u00f3 d\u1eef li\u1ec7u \u0111a d\u1ea1ng v\u00e0 \u0111\u1ea7y \u0111\u1ee7. V\u00ed d\u1ee5: m\u1ed9t ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u1ee9ng d\u1ee5ng r\u1ea5t th\u01b0\u1eddng xuy\u00ean, trong khi ng\u01b0\u1eddi kh\u00e1c l\u1ea1i \u00edt khi d\u00f9ng. \u0110i\u1ec1u n\u00e0y khi\u1ebfn d\u1eef li\u1ec7u gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t, d\u1eabn t\u1edbi m\u00f4 h\u00ecnh c\u00f3 nguy c\u01a1 b\u1ecb thi\u00ean l\u1ec7ch ho\u1eb7c ch\u01b0a \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c mong mu\u1ed1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-3-nhu-c\u1ea7u-cao-v\u1ec1-h\u1ea1-t\u1ea7ng-tinh-toan-va-k\u1ebft-n\u1ed1i\">4.3 Nhu c\u1ea7u cao v\u1ec1 h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n v\u00e0 k\u1ebft n\u1ed1i<\/h3>\n\n\n\n<p>\u0110\u1ec3 Federated Learning ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3, c\u00e1c thi\u1ebft b\u1ecb c\u1ea7n c\u00f3 kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n \u0111\u1ee7 m\u1ea1nh \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ngay tr\u00ean m\u00e1y. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7t ra th\u00e1ch th\u1ee9c cho c\u00e1c thi\u1ebft b\u1ecb c\u1ea5u h\u00ecnh th\u1ea5p. B\u00ean c\u1ea1nh \u0111\u00f3, h\u1ec7 th\u1ed1ng c\u0169ng c\u1ea7n k\u1ebft n\u1ed1i m\u1ea1ng \u1ed5n \u0111\u1ecbnh \u0111\u1ec3 g\u1eedi v\u00e0 nh\u1eadn tham s\u1ed1 th\u01b0\u1eddng xuy\u00ean. V\u1edbi quy m\u00f4 l\u1edbn, y\u00eau c\u1ea7u h\u1ea1 t\u1ea7ng n\u00e0y c\u00f3 th\u1ec3 g\u00e2y t\u1ed1n k\u00e9m v\u00e0 kh\u00f3 tri\u1ec3n khai trong th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/supervised-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">Supervised Learning l\u00e0 g\u00ec? C\u00e1ch m\u00e1y h\u1ecdc t\u1eeb d\u1eef li\u1ec7u c\u00f3 nh\u00e3n<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-\u1ee9ng-d\u1ee5ng-th\u1ef1c-t\u1ebf-c\u1ee7a-federated-learning\">5. \u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a Federated Learning<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-1-nganh-tai-chinh-ngan-hang\">5.1 Ng\u00e0nh t\u00e0i ch\u00ednh \u2013 ng\u00e2n h\u00e0ng<\/h3>\n\n\n\n<p>Trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh, d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng v\u00f4 c\u00f9ng nh\u1ea1y c\u1ea3m, vi\u1ec7c chia s\u1ebb ra ngo\u00e0i ti\u1ec1m \u1ea9n nhi\u1ec1u r\u1ee7i ro. Federated Learning cho ph\u00e9p c\u00e1c ng\u00e2n h\u00e0ng v\u00e0 t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh ph\u00e1t hi\u1ec7n gian l\u1eadn giao d\u1ecbch, ch\u1ea5m \u0111i\u1ec3m t\u00edn d\u1ee5ng, d\u1ef1 \u0111o\u00e1n r\u1ee7i ro m\u00e0 kh\u00f4ng c\u1ea7n t\u1eadp trung d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng v\u1ec1 m\u1ed9t n\u01a1i. Nh\u1edd \u0111\u00f3, c\u00e1c h\u1ec7 th\u1ed1ng v\u1eeba \u0111\u1ea3m b\u1ea3o an to\u00e0n th\u00f4ng tin, v\u1eeba \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh v\u00e0 ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-2-nganh-y-t\u1ebf\">5.2 Ng\u00e0nh y t\u1ebf<\/h3>\n\n\n\n<p>Y t\u1ebf l\u00e0 l\u0129nh v\u1ef1c c\u00f3 kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, nh\u01b0ng \u0111i k\u00e8m v\u1edbi \u0111\u00f3 l\u00e0 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt nghi\u00eam ng\u1eb7t. V\u1edbi Federated Learning, c\u00e1c b\u1ec7nh vi\u1ec7n ho\u1eb7c vi\u1ec7n nghi\u00ean c\u1ee9u c\u00f3 th\u1ec3 c\u00f9ng x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh AI \u0111\u1ec3 ch\u1ea9n \u0111o\u00e1n b\u1ec7nh, d\u1ef1 \u0111o\u00e1n ph\u00e1c \u0111\u1ed3 \u0111i\u1ec1u tr\u1ecb d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1ef1c t\u1ebf c\u1ee7a b\u1ec7nh nh\u00e2n, m\u00e0 kh\u00f4ng c\u1ea7n chia s\u1ebb h\u1ed3 s\u01a1 y t\u1ebf ra ngo\u00e0i. \u0110i\u1ec1u n\u00e0y v\u1eeba gi\u00fap \u0111\u1ea9y nhanh nghi\u00ean c\u1ee9u y khoa, v\u1eeba b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a ng\u01b0\u1eddi b\u1ec7nh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-5-\u1ee9ng-d\u1ee5ng-di-d\u1ed9ng\">5.5 \u1ee8ng d\u1ee5ng di \u0111\u1ed9ng<\/h3>\n\n\n\n<p>C\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 \u0111\u00e3 \u1ee9ng d\u1ee5ng Federated Learning \u0111\u1ec3 c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng tr\u00ean smartphone. V\u00ed d\u1ee5, b\u00e0n ph\u00edm \u1ea3o c\u00f3 th\u1ec3 h\u1ecdc c\u00e1ch g\u00f5, t\u1eeb vi\u1ebft t\u1eaft, th\u00f3i quen ng\u00f4n ng\u1eef c\u1ee7a t\u1eebng ng\u01b0\u1eddi \u0111\u1ec3 g\u1ee3i \u00fd ch\u00ednh x\u00e1c h\u01a1n, trong khi d\u1eef li\u1ec7u tin nh\u1eafn kh\u00f4ng r\u1eddi kh\u1ecfi thi\u1ebft b\u1ecb. T\u01b0\u01a1ng t\u1ef1, c\u00e1c tr\u1ee3 l\u00fd \u1ea3o nh\u01b0 Siri, Google Assistant hay Alexa c\u0169ng nh\u1edd c\u01a1 ch\u1ebf n\u00e0y \u0111\u1ec3 c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m m\u00e0 v\u1eabn \u0111\u1ea3m b\u1ea3o an to\u00e0n d\u1eef li\u1ec7u.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-4-iot-va-thi\u1ebft-b\u1ecb-thong-minh\">5.4 IoT v\u00e0 thi\u1ebft b\u1ecb th\u00f4ng minh<\/h3>\n\n\n\n<p>Trong h\u1ec7 sinh th\u00e1i Internet of Things (IoT), t\u1eeb loa th\u00f4ng minh, \u0111\u1ed3ng h\u1ed3 \u0111eo tay cho \u0111\u1ebfn c\u1ea3m bi\u1ebfn trong nh\u00e0 m\u00e1y, l\u01b0\u1ee3ng d\u1eef li\u1ec7u t\u1ea1o ra r\u1ea5t l\u1edbn nh\u01b0ng ph\u00e2n t\u00e1n. Federated Learning gi\u00fap t\u1ed1i \u01b0u hi\u1ec7u su\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng t\u1ef1 h\u1ecdc c\u1ee7a c\u00e1c thi\u1ebft b\u1ecb th\u00f4ng minh, v\u00ed d\u1ee5: \u0111\u1ed3ng h\u1ed3 theo d\u00f5i s\u1ee9c kh\u1ecfe ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1eadn \u0111\u1ed9ng ngay tr\u00ean c\u1ed5 tay ng\u01b0\u1eddi d\u00f9ng, ho\u1eb7c camera an ninh t\u1ef1 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n trong \u0111i\u1ec1u ki\u1ec7n \u00e1nh s\u00e1ng kh\u00e1c nhau.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-k\u1ebft-bai\">6. K\u1ebft b\u00e0i<\/h2>\n\n\n\n<p>Federated Learning kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t b\u01b0\u1edbc ti\u1ebfn k\u1ef9 thu\u1eadt trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, m\u00e0 c\u00f2n l\u00e0 l\u1eddi gi\u1ea3i cho nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn v\u1ec1 d\u1eef li\u1ec7u v\u00e0 b\u1ea3o m\u1eadt ng\u00e0y nay. Nh\u1edd c\u01a1 ch\u1ebf h\u1ecdc ph\u00e2n t\u00e1n, ph\u01b0\u01a1ng ph\u00e1p n\u00e0y v\u1eeba khai th\u00e1c \u0111\u01b0\u1ee3c ngu\u1ed3n d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 tr\u00ean to\u00e0n c\u1ea7u, v\u1eeba b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. Trong t\u01b0\u01a1ng lai, khi d\u1eef li\u1ec7u ti\u1ebfp t\u1ee5c b\u00f9ng n\u1ed5 v\u00e0 y\u00eau c\u1ea7u an to\u00e0n th\u00f4ng tin ng\u00e0y c\u00e0ng kh\u1eaft khe, Federated Learning h\u1ee9a h\u1eb9n s\u1ebd tr\u1edf th\u00e0nh n\u1ec1n t\u1ea3ng quan tr\u1ecdng \u0111\u1ec3 x\u00e2y d\u1ef1ng nh\u1eefng \u1ee9ng d\u1ee5ng AI th\u00f4ng minh, tin c\u1eady v\u00e0 nh\u00e2n v\u0103n h\u01a1n.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t trong nh\u1eefng t\u00e0i s\u1ea3n quan tr\u1ecdng c\u1ee7a doanh nghi\u1ec7p. Tuy nhi\u00ean, vi\u1ec7c t\u1eadp trung d\u1eef li\u1ec7u v\u1ec1 m\u1ed9t n\u01a1i \u0111\u1ec3 hu\u1ea5n luy\u1ec7n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) l\u1ea1i ti\u1ec1m \u1ea9n nhi\u1ec1u r\u1ee7i ro: r\u00f2 r\u1ec9 th\u00f4ng tin, vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0, [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":20453,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[65],"tags":[],"ppma_author":[61],"class_list":["post-20444","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-giai-phap-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v24.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Federated Learning l\u00e0 g\u00ec? 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