{"id":24911,"date":"2026-10-22T16:06:47","date_gmt":"2026-10-22T09:06:47","guid":{"rendered":"https:\/\/vnso.vn\/?p=24911"},"modified":"2026-10-22T16:06:47","modified_gmt":"2026-10-22T09:06:47","slug":"model-cards-la-gi","status":"publish","type":"post","link":"https:\/\/vnso.vn\/en\/model-cards-la-gi\/","title":{"rendered":"Model cards l\u00e0 g\u00ec? T\u1ea5t c\u1ea3 nh\u1eefng g\u00ec b\u1ea1n c\u1ea7n bi\u1ebft"},"content":{"rendered":"<p style=\"text-align: justify;\">Trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), vi\u1ec7c l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p kh\u00f4ng ch\u1ec9 ph\u1ee5 thu\u1ed9c v\u00e0o kh\u1ea3 n\u0103ng x\u1eed l\u00fd. Ng\u01b0\u1eddi d\u00f9ng c\u00f2n c\u1ea7n bi\u1ebft m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n cho m\u1ee5c \u0111\u00edch n\u00e0o, hi\u1ec7u n\u0103ng ra sao v\u00e0 c\u00f3 nh\u1eefng gi\u1edbi h\u1ea1n g\u00ec. <strong>Model Cards<\/strong> l\u00e0 m\u1ed9t trong nh\u1eefng t\u00e0i li\u1ec7u gi\u00fap gi\u1ea3i \u0111\u00e1p c\u00e1c c\u00e2u h\u1ecfi n\u00e0y.<\/p>\n<p style=\"text-align: justify;\">Th\u00f4ng qua th\u00f4ng tin v\u1ec1 m\u00f4 h\u00ecnh, d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, k\u1ebft qu\u1ea3 \u0111\u00e1nh gi\u00e1 v\u00e0 r\u1ee7i ro \u0111\u00e3 bi\u1ebft, Model Cards h\u1ed7 tr\u1ee3 nh\u00e0 ph\u00e1t tri\u1ec3n v\u00e0 doanh nghi\u1ec7p \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ph\u00f9 h\u1ee3p h\u01a1n khi \u1ee9ng d\u1ee5ng AI.<\/p>\n<p style=\"text-align: justify;\">V\u1eady Model Cards l\u00e0 g\u00ec, bao g\u1ed3m nh\u1eefng n\u1ed9i dung n\u00e0o v\u00e0 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 s\u1eed d\u1ee5ng t\u00e0i li\u1ec7u n\u00e0y hi\u1ec7u qu\u1ea3? H\u00e3y c\u00f9ng VNSO t\u00ecm hi\u1ec3u chi ti\u1ebft trong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y.<\/p>\n<h2 style=\"text-align: justify;\">Model Cards l\u00e0 g\u00ec? Vai tr\u00f2 c\u1ee7a Model Cards trong AI<\/h2>\n<p style=\"text-align: justify;\">Model Cards (th\u1ebb th\u00f4ng tin m\u00f4 h\u00ecnh AI) l\u00e0 t\u00e0i li\u1ec7u m\u00f4 t\u1ea3 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m quan tr\u1ecdng c\u1ee7a m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (Machine Learning). T\u00e0i li\u1ec7u n\u00e0y cung c\u1ea5p th\u00f4ng tin v\u1ec1 m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng, hi\u1ec7u n\u0103ng, ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e1nh gi\u00e1 v\u00e0 nh\u1eefng gi\u1edbi h\u1ea1n c\u1ea7n l\u01b0u \u00fd.<\/p>\n<p style=\"text-align: justify;\">Kh\u00e1i ni\u1ec7m Model Cards \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t trong nghi\u00ean c\u1ee9u <em>Model Cards for Model Reporting<\/em> c\u1ee7a Margaret Mitchell v\u00e0 c\u1ed9ng s\u1ef1, c\u00f4ng b\u1ed1 t\u1ea1i h\u1ed9i ngh\u1ecb FAT* n\u0103m 2019. M\u1ee5c ti\u00eau l\u00e0 t\u0103ng t\u00ednh minh b\u1ea1ch, gi\u00fap ng\u01b0\u1eddi d\u00f9ng hi\u1ec3u m\u00f4 h\u00ecnh ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o v\u00e0 h\u1ea1n ch\u1ebf vi\u1ec7c s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh trong nh\u1eefng t\u00ecnh hu\u1ed1ng kh\u00f4ng ph\u00f9 h\u1ee3p.<\/p>\n<p style=\"text-align: justify;\">Trong th\u1ef1c t\u1ebf, Model Cards th\u01b0\u1eddng \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 d\u01b0\u1edbi d\u1ea1ng t\u00e0i li\u1ec7u tr\u1ef1c tuy\u1ebfn ho\u1eb7c t\u1ec7p Markdown \u0111i k\u00e8m kho l\u01b0u tr\u1eef m\u00f4 h\u00ecnh. Ch\u1eb3ng h\u1ea1n, tr\u00ean Hugging Face Hub, Model Card th\u01b0\u1eddng n\u1eb1m trong t\u1ec7p <code>README.md<\/code> c\u1ee7a t\u1eebng m\u00f4 h\u00ecnh.<\/p>\n<p><a href=\"https:\/\/gpu.vnso.vn\/\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-medium wp-image-24914\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Vai-tro-cua-Model-Cards-trong-AI-800x416.jpg\" alt=\"Vai tr\u00f2 c\u1ee7a Model Cards trong AI\" width=\"800\" height=\"416\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Vai-tro-cua-Model-Cards-trong-AI-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Vai-tro-cua-Model-Cards-trong-AI-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Vai-tro-cua-Model-Cards-trong-AI-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Vai-tro-cua-Model-Cards-trong-AI-18x9.jpg 18w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Vai-tro-cua-Model-Cards-trong-AI.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/p>\n<h3><strong>Model Cards c\u00f3 nh\u1eefng vai tr\u00f2 ch\u00ednh sau<\/strong><\/h3>\n<ul style=\"text-align: justify;\">\n<li><strong>Cung c\u1ea5p th\u00f4ng tin v\u1ec1 m\u00f4 h\u00ecnh:<\/strong> Gi\u00fap ng\u01b0\u1eddi d\u00f9ng x\u00e1c \u0111\u1ecbnh m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho t\u00e1c v\u1ee5 n\u00e0o v\u00e0 c\u00f3 nh\u1eefng \u0111\u1eb7c \u0111i\u1ec3m k\u1ef9 thu\u1eadt g\u00ec.<\/li>\n<li><strong>H\u1ed7 tr\u1ee3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u n\u0103ng:<\/strong> C\u00f4ng b\u1ed1 k\u1ebft qu\u1ea3 benchmark, ph\u01b0\u01a1ng ph\u00e1p ki\u1ec3m th\u1eed v\u00e0 c\u00e1c \u0111i\u1ec1u ki\u1ec7n \u0111\u00e1nh gi\u00e1 li\u00ean quan.<\/li>\n<li><strong>L\u00e0m r\u00f5 gi\u1edbi h\u1ea1n:<\/strong> Cho bi\u1ebft nh\u1eefng tr\u01b0\u1eddng h\u1ee3p m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng k\u00e9m, t\u1ea1o ra k\u1ebft qu\u1ea3 sai ho\u1eb7c ph\u00e1t sinh r\u1ee7i ro.<\/li>\n<li><strong>H\u1ed7 tr\u1ee3 l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh:<\/strong> Gi\u00fap nh\u00e0 ph\u00e1t tri\u1ec3n so s\u00e1nh c\u00e1c l\u1ef1a ch\u1ecdn d\u1ef1a tr\u00ean nhu c\u1ea7u th\u1ef1c t\u1ebf thay v\u00ec ch\u1ec9 d\u1ef1a v\u00e0o t\u00ean g\u1ecdi ho\u1eb7c qu\u1ea3ng c\u00e1o.<\/li>\n<li><strong>T\u0103ng t\u00ednh minh b\u1ea1ch:<\/strong> Cung c\u1ea5p th\u00f4ng tin tham kh\u1ea3o cho qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n, t\u00edch h\u1ee3p v\u00e0 qu\u1ea3n l\u00fd m\u00f4 h\u00ecnh AI.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Model Cards \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch khi doanh nghi\u1ec7p c\u1ea7n l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh cho chatbot, h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u, \u1ee9ng d\u1ee5ng sinh n\u1ed9i dung ho\u1eb7c c\u00e1c quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u00f3a. Tuy nhi\u00ean, t\u00e0i li\u1ec7u n\u00e0y ch\u1ec9 h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh, kh\u00f4ng b\u1ea3o \u0111\u1ea3m m\u00f4 h\u00ecnh lu\u00f4n t\u1ea1o ra k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c trong m\u1ecdi t\u00ecnh hu\u1ed1ng.<\/p>\n<p><strong>&gt;&gt;&gt; Xem th\u00eam <a href=\"https:\/\/vnso.vn\/en\/top-10-nha-cung-cap-dich-vu-thue-cloud-gpu-cho-ai-nam-2026\/\">Top 10 nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 thu\u00ea Cloud GPU cho AI 2026<\/a><\/strong><\/p>\n<h2 style=\"text-align: justify;\">Model Cards g\u1ed3m nh\u1eefng n\u1ed9i dung g\u00ec?<\/h2>\n<p style=\"text-align: justify;\">M\u1ed9t Model Card c\u00f3 th\u1ec3 d\u00e0i ho\u1eb7c ng\u1eafn t\u00f9y thu\u1ed9c v\u00e0o lo\u1ea1i m\u00f4 h\u00ecnh v\u00e0 m\u1ee9c \u0111\u1ed9 th\u00f4ng tin m\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f4ng b\u1ed1. Theo h\u01b0\u1edbng d\u1eabn c\u1ee7a Hugging Face v\u00e0 nghi\u00ean c\u1ee9u n\u1ec1n t\u1ea3ng v\u1ec1 Model Cards, nh\u1eefng n\u1ed9i dung quan tr\u1ecdng th\u01b0\u1eddng t\u1eadp trung v\u00e0o th\u00f4ng tin m\u00f4 h\u00ecnh, m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng, d\u1eef li\u1ec7u, \u0111\u00e1nh gi\u00e1 v\u00e0 c\u00e1c gi\u1edbi h\u1ea1n li\u00ean quan.<\/p>\n<h3 style=\"text-align: justify;\">Th\u00f4ng tin c\u01a1 b\u1ea3n v\u1ec1 m\u00f4 h\u00ecnh<\/h3>\n<p style=\"text-align: justify;\">Ph\u1ea7n n\u00e0y gi\u00fap ng\u01b0\u1eddi d\u00f9ng nh\u1eadn di\u1ec7n m\u00f4 h\u00ecnh v\u00e0 x\u00e1c \u0111\u1ecbnh ngu\u1ed3n t\u00e0i li\u1ec7u ch\u00ednh th\u1ee9c. C\u00e1c th\u00f4ng tin th\u01b0\u1eddng g\u1eb7p bao g\u1ed3m t\u00ean m\u00f4 h\u00ecnh, phi\u00ean b\u1ea3n, nh\u00e0 ph\u00e1t tri\u1ec3n, ki\u1ebfn tr\u00fac, ng\u00e0y ph\u00e1t h\u00e0nh v\u00e0 gi\u1ea5y ph\u00e9p s\u1eed d\u1ee5ng.<\/p>\n<p style=\"text-align: justify;\">V\u1edbi m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c tinh ch\u1ec9nh t\u1eeb m\u1ed9t m\u00f4 h\u00ecnh n\u1ec1n (base model), t\u00e0i li\u1ec7u c\u0169ng c\u00f3 th\u1ec3 cung c\u1ea5p li\u00ean k\u1ebft \u0111\u1ebfn m\u00f4 h\u00ecnh g\u1ed1c. Nh\u1eefng th\u00f4ng tin n\u00e0y gi\u00fap ng\u01b0\u1eddi d\u00f9ng tr\u00e1nh nh\u1ea7m l\u1eabn gi\u1eefa c\u00e1c phi\u00ean b\u1ea3n c\u00f3 t\u00ean g\u1ea7n gi\u1ed1ng nhau.<\/p>\n<h3 style=\"text-align: justify;\">M\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng v\u00e0 ph\u1ea1m vi \u1ee9ng d\u1ee5ng<\/h3>\n<p style=\"text-align: justify;\">Model Cards th\u01b0\u1eddng m\u00f4 t\u1ea3 nh\u1eefng t\u00e1c v\u1ee5 m\u00e0 m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 th\u1ef1c hi\u1ec7n. V\u00ed d\u1ee5, m\u1ed9t m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 ph\u1ee5c v\u1ee5 sinh v\u0103n b\u1ea3n, vi\u1ebft m\u00e3 l\u1eadp tr\u00ecnh, ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u ho\u1eb7c t\u1ea1o vector bi\u1ec3u di\u1ec5n v\u0103n b\u1ea3n (embedding).<\/p>\n<p style=\"text-align: justify;\">B\u00ean c\u1ea1nh \u0111\u00f3, t\u00e0i li\u1ec7u c\u00f3 th\u1ec3 n\u00eau r\u00f5 \u0111\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng, \u0111i\u1ec1u ki\u1ec7n ph\u00f9 h\u1ee3p v\u00e0 c\u00e1c tr\u01b0\u1eddng h\u1ee3p kh\u00f4ng \u0111\u01b0\u1ee3c khuy\u1ebfn ngh\u1ecb. \u0110\u00e2y l\u00e0 th\u00f4ng tin quan tr\u1ecdng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh m\u00f4 h\u00ecnh c\u00f3 \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u c\u1ee7a d\u1ef1 \u00e1n hay kh\u00f4ng.<\/p>\n<h3 style=\"text-align: justify;\">D\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n v\u00e0 quy tr\u00ecnh ph\u00e1t tri\u1ec3n<\/h3>\n<p style=\"text-align: justify;\">D\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n \u1ea3nh h\u01b0\u1edfng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn kh\u1ea3 n\u0103ng v\u00e0 gi\u1edbi h\u1ea1n c\u1ee7a m\u00f4 h\u00ecnh AI. V\u00ec v\u1eady, Model Cards c\u00f3 th\u1ec3 m\u00f4 t\u1ea3 ngu\u1ed3n d\u1eef li\u1ec7u, ng\u00f4n ng\u1eef, ph\u1ea1m vi d\u1eef li\u1ec7u, ph\u01b0\u01a1ng ph\u00e1p x\u1eed l\u00fd v\u00e0 quy tr\u00ecnh hu\u1ea5n luy\u1ec7n.<\/p>\n<p style=\"text-align: justify;\">Tuy nhi\u00ean, kh\u00f4ng ph\u1ea3i nh\u00e0 ph\u00e1t tri\u1ec3n n\u00e0o c\u0169ng c\u00f4ng b\u1ed1 \u0111\u1ea7y \u0111\u1ee7 d\u1eef li\u1ec7u ho\u1eb7c chi ti\u1ebft hu\u1ea5n luy\u1ec7n. Khi th\u00f4ng tin ch\u01b0a \u0111\u01b0\u1ee3c cung c\u1ea5p, ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng n\u00ean t\u1ef1 suy \u0111o\u00e1n ngu\u1ed3n d\u1eef li\u1ec7u hay k\u1ebft lu\u1eadn r\u1eb1ng m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean m\u1ed9t t\u1eadp d\u1eef li\u1ec7u c\u1ee5 th\u1ec3.<\/p>\n<h3 style=\"text-align: justify;\">K\u1ebft qu\u1ea3 \u0111\u00e1nh gi\u00e1 v\u00e0 benchmark<\/h3>\n<p style=\"text-align: justify;\">Benchmark l\u00e0 c\u00e1c b\u00e0i ki\u1ec3m th\u1eed \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 kh\u1ea3 n\u0103ng c\u1ee7a m\u00f4 h\u00ecnh theo nh\u1eefng ti\u00eau ch\u00ed nh\u1ea5t \u0111\u1ecbnh. T\u00f9y lo\u1ea1i m\u00f4 h\u00ecnh, k\u1ebft qu\u1ea3 c\u00f3 th\u1ec3 ph\u1ea3n \u00e1nh n\u0103ng l\u1ef1c l\u1eadp lu\u1eadn, sinh m\u00e3, ph\u00e2n lo\u1ea1i, nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh ho\u1eb7c x\u1eed l\u00fd ng\u00f4n ng\u1eef.<\/p>\n<p style=\"text-align: justify;\">\u0110\u1ec3 hi\u1ec3u \u0111\u00fang k\u1ebft qu\u1ea3, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n ki\u1ec3m tra t\u00ean benchmark, ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 (metric), t\u1eadp d\u1eef li\u1ec7u, ph\u01b0\u01a1ng ph\u00e1p ki\u1ec3m th\u1eed v\u00e0 \u0111i\u1ec1u ki\u1ec7n th\u1ef1c hi\u1ec7n. \u0110i\u1ec3m s\u1ed1 cao tr\u00ean m\u1ed9t b\u00e0i ki\u1ec3m th\u1eed kh\u00f4ng \u0111\u1ed3ng ngh\u0129a m\u00f4 h\u00ecnh s\u1ebd ho\u1ea1t \u0111\u1ed9ng t\u1ed1t trong m\u1ecdi \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.<\/p>\n<h3 style=\"text-align: justify;\">Gi\u1edbi h\u1ea1n, r\u1ee7i ro v\u00e0 c\u00e1c l\u01b0u \u00fd<\/h3>\n<p style=\"text-align: justify;\">M\u1ed9t Model Card c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng c\u1ea7n n\u00eau nh\u1eefng h\u1ea1n ch\u1ebf \u0111\u00e3 bi\u1ebft c\u1ee7a m\u00f4 h\u00ecnh. C\u00e1c v\u1ea5n \u0111\u1ec1 c\u00f3 th\u1ec3 bao g\u1ed3m hi\u1ec7n t\u01b0\u1ee3ng t\u1ea1o th\u00f4ng tin sai (hallucination), thi\u00ean l\u1ec7ch d\u1eef li\u1ec7u, hi\u1ec7u n\u0103ng kh\u00f4ng \u0111\u1ed3ng \u0111\u1ec1u gi\u1eefa c\u00e1c ng\u00f4n ng\u1eef ho\u1eb7c kh\u1ea3 n\u0103ng x\u1eed l\u00fd k\u00e9m trong m\u1ed9t s\u1ed1 t\u00ecnh hu\u1ed1ng.<\/p>\n<p style=\"text-align: justify;\">T\u00e0i li\u1ec7u c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0a ra khuy\u1ebfn ngh\u1ecb v\u1ec1 gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi, ki\u1ec3m tra \u0111\u1ea7u ra v\u00e0 c\u00e1c bi\u1ec7n ph\u00e1p gi\u1ea3m thi\u1ec3u r\u1ee7i ro. \u0110\u00e2y l\u00e0 c\u01a1 s\u1edf \u0111\u1ec3 doanh nghi\u1ec7p x\u00e1c \u0111\u1ecbnh nh\u1eefng y\u00eau c\u1ea7u c\u1ea7n b\u1ed5 sung tr\u01b0\u1edbc khi tri\u1ec3n khai AI v\u00e0o quy tr\u00ecnh th\u1ef1c t\u1ebf.<\/p>\n<p><a href=\"https:\/\/gpu.vnso.vn\/\"><img decoding=\"async\" class=\"alignnone size-medium wp-image-24912\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Hugging-Face-Model-Card-800x416.jpg\" alt=\"Hugging Face Model Card\" width=\"800\" height=\"416\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Hugging-Face-Model-Card-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Hugging-Face-Model-Card-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Hugging-Face-Model-Card-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Hugging-Face-Model-Card-18x9.jpg 18w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Hugging-Face-Model-Card.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/p>\n<h2 style=\"text-align: justify;\">Ph\u00e2n bi\u1ec7t Model Cards, Dataset Cards v\u00e0 System Cards<\/h2>\n<p style=\"text-align: justify;\">Trong h\u1ec7 sinh th\u00e1i AI, Model Cards kh\u00f4ng ph\u1ea3i lo\u1ea1i t\u00e0i li\u1ec7u duy nh\u1ea5t d\u00f9ng \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin v\u1ec1 m\u1ed9t h\u1ec7 th\u1ed1ng. Dataset Cards v\u00e0 System Cards c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng, nh\u01b0ng m\u1ed7i lo\u1ea1i t\u1eadp trung v\u00e0o m\u1ed9t \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00e1c nhau.<\/p>\n<p style=\"text-align: justify;\"><strong>Model Cards<\/strong> t\u1eadp trung v\u00e0o m\u00f4 h\u00ecnh AI. T\u00e0i li\u1ec7u m\u00f4 t\u1ea3 m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng, hi\u1ec7u n\u0103ng, ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e1nh gi\u00e1 v\u00e0 c\u00e1c gi\u1edbi h\u1ea1n c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n<p style=\"text-align: justify;\"><strong>Dataset Cards<\/strong> t\u1eadp trung v\u00e0o d\u1eef li\u1ec7u. T\u00e0i li\u1ec7u gi\u00fap ng\u01b0\u1eddi d\u00f9ng hi\u1ec3u d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp, t\u1ed5 ch\u1ee9c, x\u1eed l\u00fd v\u00e0 khuy\u1ebfn ngh\u1ecb s\u1eed d\u1ee5ng nh\u01b0 th\u1ebf n\u00e0o. \u0110\u00e2y l\u00e0 ngu\u1ed3n tham kh\u1ea3o quan tr\u1ecdng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 nh\u1eefng h\u1ea1n ch\u1ebf c\u1ee7a d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o.<\/p>\n<p style=\"text-align: justify;\"><strong>System Cards<\/strong> t\u1eadp trung v\u00e0o h\u1ec7 th\u1ed1ng AI ho\u00e0n ch\u1ec9nh. M\u1ed9t h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p nhi\u1ec1u m\u00f4 h\u00ecnh, c\u00f4ng c\u1ee5, c\u01a1 ch\u1ebf ki\u1ec3m so\u00e1t v\u00e0 quy tr\u00ecnh x\u1eed l\u00fd, v\u00ec v\u1eady vi\u1ec7c \u0111\u00e1nh gi\u00e1 c\u1ea7n xem x\u00e9t c\u1ea3 c\u00e1ch c\u00e1c th\u00e0nh ph\u1ea7n t\u01b0\u01a1ng t\u00e1c trong m\u00f4i tr\u01b0\u1eddng tri\u1ec3n khai.<\/p>\n<p style=\"text-align: justify;\">V\u00ed d\u1ee5, khi x\u00e2y d\u1ef1ng m\u1ed9t chatbot doanh nghi\u1ec7p, Model Card gi\u00fap \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng. Dataset Cards h\u1ed7 tr\u1ee3 t\u00ecm hi\u1ec3u d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ho\u1eb7c d\u1eef li\u1ec7u tham chi\u1ebfu, trong khi System Cards c\u00f3 th\u1ec3 cung c\u1ea5p g\u00f3c nh\u00ecn r\u1ed9ng h\u01a1n v\u1ec1 c\u00e1ch to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh v\u00e0 \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1.<\/p>\n<p style=\"text-align: justify;\">C\u00e1c lo\u1ea1i t\u00e0i li\u1ec7u n\u00e0y b\u1ed5 tr\u1ee3 cho nhau. Vi\u1ec7c s\u1eed d\u1ee5ng t\u00e0i li\u1ec7u n\u00e0o ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e2u h\u1ecfi c\u1ea7n gi\u1ea3i quy\u1ebft v\u00e0 m\u1ee9c \u0111\u1ed9 th\u00f4ng tin m\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f4ng b\u1ed1.<\/p>\n<p><strong>&gt;&gt;&gt; Xem th\u00eam <a href=\"https:\/\/vnso.vn\/en\/cloud-gpu-la-gi\/\">Cloud GPU l\u00e0 g\u00ec? T\u1ea5t c\u1ea3 nh\u1eefng g\u00ec b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 GPU Cloud<\/a><\/strong><\/p>\n<h2 style=\"text-align: justify;\">C\u00e1ch \u0111\u1ecdc Model Cards \u0111\u1ec3 l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh AI ph\u00f9 h\u1ee3p<\/h2>\n<p style=\"text-align: justify;\">\u0110\u1ecdc Model Cards kh\u00f4ng ch\u1ec9 l\u00e0 xem m\u00f4 h\u00ecnh c\u00f3 bao nhi\u00eau tham s\u1ed1 ho\u1eb7c \u0111\u1ea1t \u0111i\u1ec3m benchmark bao nhi\u00eau. \u0110\u1ec3 l\u1ef1a ch\u1ecdn \u0111\u00fang, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n \u0111\u1ed1i chi\u1ebfu th\u00f4ng tin \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 v\u1edbi y\u00eau c\u1ea7u th\u1ef1c t\u1ebf c\u1ee7a \u1ee9ng d\u1ee5ng.<\/p>\n<h3 style=\"text-align: justify;\"><strong>B\u01b0\u1edbc 1: X\u00e1c \u0111\u1ecbnh ngu\u1ed3n v\u00e0 phi\u00ean b\u1ea3n m\u00f4 h\u00ecnh.<\/strong><\/h3>\n<p style=\"text-align: justify;\">\u01afu ti\u00ean trang ch\u00ednh th\u1ee9c c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n ho\u1eb7c kho l\u01b0u tr\u1eef c\u00f3 ngu\u1ed3n g\u1ed1c r\u00f5 r\u00e0ng. Ki\u1ec3m tra phi\u00ean b\u1ea3n, gi\u1ea5y ph\u00e9p v\u00e0 ng\u00e0y c\u1eadp nh\u1eadt \u0111\u1ec3 tr\u00e1nh s\u1eed d\u1ee5ng nh\u1ea7m t\u00e0i li\u1ec7u c\u0169.<\/p>\n<h3 style=\"text-align: justify;\"><strong>B\u01b0\u1edbc 2: \u0110\u1ed1i chi\u1ebfu m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng.<\/strong><\/h3>\n<p style=\"text-align: justify;\">X\u00e1c \u0111\u1ecbnh m\u00f4 h\u00ecnh c\u00f3 h\u1ed7 tr\u1ee3 t\u00e1c v\u1ee5, ng\u00f4n ng\u1eef v\u00e0 lo\u1ea1i d\u1eef li\u1ec7u m\u00e0 d\u1ef1 \u00e1n y\u00eau c\u1ea7u hay kh\u00f4ng. M\u1ed9t m\u00f4 h\u00ecnh m\u1ea1nh v\u1ec1 sinh m\u00e3 ch\u01b0a ch\u1eafc l\u00e0 l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p nh\u1ea5t cho t\u00e1c v\u1ee5 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh ho\u1eb7c x\u1eed l\u00fd ti\u1ebfng Vi\u1ec7t.<\/p>\n<h3 style=\"text-align: justify;\"><strong>B\u01b0\u1edbc 3: Ki\u1ec3m tra benchmark v\u00e0 gi\u1edbi h\u1ea1n.<\/strong><\/h3>\n<p style=\"text-align: justify;\">Kh\u00f4ng n\u00ean ch\u1ec9 nh\u00ecn v\u00e0o \u0111i\u1ec3m t\u1ed5ng h\u1ee3p. H\u00e3y xem \u0111i\u1ec1u ki\u1ec7n \u0111\u00e1nh gi\u00e1, c\u00e1c tr\u01b0\u1eddng h\u1ee3p m\u00f4 h\u00ecnh ho\u1ea1t \u0111\u1ed9ng k\u00e9m v\u00e0 nh\u1eefng r\u1ee7i ro c\u1ea7n ki\u1ec3m so\u00e1t trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/p>\n<h3 style=\"text-align: justify;\"><strong>B\u01b0\u1edbc 4: Ki\u1ec3m tra y\u00eau c\u1ea7u tri\u1ec3n khai.<\/strong><\/h3>\n<p style=\"text-align: justify;\">N\u1ebfu m\u00f4 h\u00ecnh c\u1ea7n ch\u1ea1y tr\u00ean h\u1ea1 t\u1ea7ng ri\u00eang, h\u00e3y t\u00ecm th\u00eam th\u00f4ng tin v\u1ec1 \u0111\u1ecbnh d\u1ea1ng tr\u1ecdng s\u1ed1, framework h\u1ed7 tr\u1ee3, ph\u01b0\u01a1ng ph\u00e1p l\u01b0\u1ee3ng t\u1eed h\u00f3a (quantization) v\u00e0 y\u00eau c\u1ea7u b\u1ed9 nh\u1edb. C\u00e1c th\u00f4ng tin n\u00e0y c\u00f3 th\u1ec3 n\u1eb1m trong Model Card, c\u1ea5u h\u00ecnh m\u00f4 h\u00ecnh ho\u1eb7c t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt ri\u00eang.<\/p>\n<h3 style=\"text-align: justify;\"><strong>B\u01b0\u1edbc 5: Ki\u1ec3m th\u1eed tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o s\u1eed d\u1ee5ng.<\/strong><\/h3>\n<p style=\"text-align: justify;\">Model Cards cung c\u1ea5p th\u00f4ng tin tham kh\u1ea3o, nh\u01b0ng kh\u00f4ng thay th\u1ebf vi\u1ec7c \u0111\u00e1nh gi\u00e1 tr\u00ean d\u1eef li\u1ec7u v\u00e0 quy tr\u00ecnh th\u1ef1c t\u1ebf c\u1ee7a doanh nghi\u1ec7p. N\u00ean \u0111o ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra, \u0111\u1ed9 tr\u1ec5, th\u00f4ng l\u01b0\u1ee3ng, m\u1ee9c ti\u00eau th\u1ee5 t\u00e0i nguy\u00ean v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh tr\u01b0\u1edbc khi quy\u1ebft \u0111\u1ecbnh tri\u1ec3n khai.<\/p>\n<p style=\"text-align: justify;\">M\u1ed9t m\u00f4 h\u00ecnh c\u00f3 benchmark cao ch\u01b0a ch\u1eafc l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1i \u01b0u n\u1ebfu y\u00eau c\u1ea7u ph\u1ea7n c\u1ee9ng qu\u00e1 l\u1edbn ho\u1eb7c chi ph\u00ed v\u1eadn h\u00e0nh v\u01b0\u1ee3t ng\u00e2n s\u00e1ch. Ng\u01b0\u1ee3c l\u1ea1i, m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng t\u1ed1t n\u1ebfu ph\u00f9 h\u1ee3p v\u1edbi t\u00e1c v\u1ee5 v\u00e0 \u0111\u01b0\u1ee3c tri\u1ec3n khai \u0111\u00fang c\u00e1ch.<\/p>\n<h2 style=\"text-align: justify;\">Model Cards li\u00ean quan th\u1ebf n\u00e0o \u0111\u1ebfn Cloud GPU v\u00e0 h\u1ea1 t\u1ea7ng AI?<\/h2>\n<p style=\"text-align: justify;\">Model Cards gi\u00fap ng\u01b0\u1eddi d\u00f9ng hi\u1ec3u \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a m\u00f4 h\u00ecnh, trong khi h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n quy\u1ebft \u0111\u1ecbnh kh\u1ea3 n\u0103ng tri\u1ec3n khai m\u00f4 h\u00ecnh v\u1edbi hi\u1ec7u n\u0103ng v\u00e0 chi ph\u00ed ph\u00f9 h\u1ee3p. \u0110\u00e2y l\u00e0 m\u1ed1i li\u00ean h\u1ec7 quan tr\u1ecdng khi doanh nghi\u1ec7p mu\u1ed1n v\u1eadn h\u00e0nh c\u00e1c m\u00f4 h\u00ecnh AI tr\u00ean GPU.<\/p>\n<p style=\"text-align: justify;\">Ch\u1eb3ng h\u1ea1n, khi tri\u1ec3n khai m\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (Large Language Model \u2013 LLM), ng\u01b0\u1eddi d\u00f9ng c\u1ea7n xem x\u00e9t s\u1ed1 tham s\u1ed1, \u0111\u1ed9 ch\u00ednh x\u00e1c tr\u1ecdng s\u1ed1, \u0111\u1ed9 d\u00e0i ng\u1eef c\u1ea3nh (context length) v\u00e0 ph\u01b0\u01a1ng ph\u00e1p suy lu\u1eadn. Nh\u1eefng y\u1ebfu t\u1ed1 n\u00e0y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn dung l\u01b0\u1ee3ng b\u1ed9 nh\u1edb GPU v\u00e0 hi\u1ec7u n\u0103ng th\u1ef1c t\u1ebf.<\/p>\n<p style=\"text-align: justify;\">C\u00f3 th\u1ec3 \u01b0\u1edbc t\u00ednh s\u01a1 b\u1ed9 b\u1ed9 nh\u1edb d\u00e0nh cho tr\u1ecdng s\u1ed1 theo c\u00f4ng th\u1ee9c:<\/p>\n<p style=\"text-align: justify;\"><strong>Dung l\u01b0\u1ee3ng b\u1ed9 nh\u1edb cho tr\u1ecdng s\u1ed1 \u2248 S\u1ed1 tham s\u1ed1 \u00d7 S\u1ed1 byte m\u1ed7i tham s\u1ed1.<\/strong><\/p>\n<p style=\"text-align: justify;\">V\u00ed d\u1ee5, m\u00f4 h\u00ecnh c\u00f3 7 t\u1ef7 tham s\u1ed1 s\u1eed d\u1ee5ng tr\u1ecdng s\u1ed1 16-bit c\u1ea7n kho\u1ea3ng 14 GB b\u1ed9 nh\u1edb cho ph\u1ea7n tr\u1ecdng s\u1ed1 theo ph\u00e9p t\u00ednh l\u00fd thuy\u1ebft. \u0110\u00e2y ch\u01b0a ph\u1ea3i t\u1ed5ng VRAM c\u1ea7n thi\u1ebft, b\u1edfi qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh c\u00f2n c\u1ea7n b\u1ed9 nh\u1edb cho KV cache, d\u1eef li\u1ec7u trung gian v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n c\u1ee7a framework.<\/p>\n<p style=\"text-align: justify;\">Do \u0111\u00f3, l\u1ef1a ch\u1ecdn GPU c\u1ea7n d\u1ef1a tr\u00ean c\u1ea3 \u0111\u1eb7c \u0111i\u1ec3m m\u00f4 h\u00ecnh v\u00e0 workload th\u1ef1c t\u1ebf. Doanh nghi\u1ec7p n\u00ean ki\u1ec3m th\u1eed tr\u00ean c\u1ea5u h\u00ecnh d\u1ef1 ki\u1ebfn \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh kh\u1ea3 n\u0103ng t\u01b0\u01a1ng th\u00edch, t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd, \u0111\u1ed9 tr\u1ec5 v\u00e0 chi ph\u00ed.<\/p>\n<p style=\"text-align: justify;\">Ngo\u00e0i t\u00e0i li\u1ec7u Model Cards, c\u00f3 th\u1ec3 tham kh\u1ea3o th\u00eam t\u00e0i li\u1ec7u tri\u1ec3n khai t\u1eeb Hugging Face, PyTorch ho\u1eb7c c\u00e1c framework suy lu\u1eadn t\u01b0\u01a1ng \u1ee9ng. Vi\u1ec7c k\u1ebft h\u1ee3p c\u00e1c ngu\u1ed3n n\u00e0y gi\u00fap qu\u00e1 tr\u00ecnh l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh v\u00e0 thi\u1ebft k\u1ebf h\u1ea1 t\u1ea7ng c\u00f3 c\u01a1 s\u1edf k\u1ef9 thu\u1eadt r\u00f5 r\u00e0ng h\u01a1n.<\/p>\n<h2 style=\"text-align: justify;\">K\u1ebft lu\u1eadn<\/h2>\n<p style=\"text-align: justify;\">Model Cards l\u00e0 t\u00e0i li\u1ec7u quan tr\u1ecdng gi\u00fap ng\u01b0\u1eddi d\u00f9ng hi\u1ec3u m\u1ee5c \u0111\u00edch, hi\u1ec7u n\u0103ng v\u00e0 gi\u1edbi h\u1ea1n c\u1ee7a m\u00f4 h\u00ecnh AI. Khi \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng c\u00f9ng t\u00e0i li\u1ec7u d\u1eef li\u1ec7u, b\u00e1o c\u00e1o k\u1ef9 thu\u1eadt v\u00e0 k\u1ebft qu\u1ea3 ki\u1ec3m th\u1eed th\u1ef1c t\u1ebf, Model Cards h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p v\u00e0 gi\u1ea3m r\u1ee7i ro trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai.<\/p>\n<h3 style=\"text-align: justify;\">Tri\u1ec3n khai m\u00f4 h\u00ecnh AI v\u1edbi Cloud GPU VNSO<\/h3>\n<p style=\"text-align: justify;\">V\u1edbi nhu c\u1ea7u th\u1eed nghi\u1ec7m v\u00e0 v\u1eadn h\u00e0nh m\u00f4 h\u00ecnh AI, VNSO cung c\u1ea5p d\u1ecbch v\u1ee5 Cloud GPU ph\u1ee5c v\u1ee5 c\u00e1c workload AI v\u00e0 h\u1ecdc m\u00e1y. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 ch\u1ee7 \u0111\u1ed9ng l\u1ef1a ch\u1ecdn c\u1ea5u h\u00ecnh GPU theo y\u00eau c\u1ea7u c\u1ee7a d\u1ef1 \u00e1n v\u00e0 t\u1ed1i \u01b0u t\u00e0i nguy\u00ean theo nhu c\u1ea7u s\u1eed d\u1ee5ng.<\/p>\n<p style=\"text-align: justify;\"><strong>T\u00ecm hi\u1ec3u d\u1ecbch v\u1ee5 Cloud GPU VNSO t\u1ea1i <\/strong><a href=\"https:\/\/gpu.vnso.vn\/\"><strong>https:\/\/gpu.vnso.vn\/<\/strong><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>B\u1ea1n c\u00f3 c\u00e2u h\u1ecfi ho\u1eb7c c\u1ea7n t\u01b0 v\u1ea5n tri\u1ec3n khai, Sales b\u00e1o gi\u00e1? Li\u00ean h\u1ec7 ngay VNSO!<\/strong><\/p>\n<div style=\"text-align: justify;\">\n<div style=\"text-align: justify;\">\n<p style=\"text-align: justify;\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f22528-o1\" lang=\"en-US\" dir=\"ltr\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/en\/wp-json\/wp\/v2\/posts\/24911#wpcf7-f22528-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/en\/wp-json\/wp\/v2\/posts\/24911#wpcf7-f22528-o1\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"22528\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"5.9.5\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f22528-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/div>\n<style>\n .popup-template-wrap .wpcf7-list-item {\n display: inline-block;\n margin: 0 1em 0 0;\n width: 127px;\n}\n<\/style>\n<div class=\"d-flex gap-3\">\n\t<p><label> <span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" autocomplete=\"name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Your name\/company (*)\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span> <\/label>\n\t<\/p>\n\t<p><label> <span class=\"wpcf7-form-control-wrap\" data-name=\"your-phone\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel\" id=\"phone\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"S\u1ed1 \u0111i\u1ec7n tho\u1ea1i (*)\" value=\"\" type=\"tel\" name=\"your-phone\" \/><\/span> <\/label>\n\t<\/p>\n<\/div>\n<p><label> <span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" autocomplete=\"email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Email c\u00f4ng ty\/c\u00e1 nh\u00e2n (*)\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span> <\/label>\n<\/p>\n<div style=\"text-align: left;\">\n\t<p><label class=\"label-select text-left\"><b> Service you're interested in:<\/b> (Choose one) <\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-service\"><span class=\"wpcf7-form-control wpcf7-checkbox wpcf7-validates-as-required wpcf7-exclusive-checkbox\"><span class=\"wpcf7-list-item first\"><input type=\"checkbox\" name=\"your-service\" value=\"Dedicated Server\" \/><span class=\"wpcf7-list-item-label\">Dedicated Server<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Server GPU\" \/><span class=\"wpcf7-list-item-label\">Server GPU<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Cloud GPU\" \/><span class=\"wpcf7-list-item-label\">Cloud GPU<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Cloud Camera AI\" \/><span class=\"wpcf7-list-item-label\">Cloud Camera AI<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Hosting\" \/><span class=\"wpcf7-list-item-label\">Hosting<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"VPS\" \/><span class=\"wpcf7-list-item-label\">VPS<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Cloud Server\" \/><span class=\"wpcf7-list-item-label\">Cloud Server<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Enterprise Cloud\" \/><span class=\"wpcf7-list-item-label\">Enterprise Cloud<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Private Cloud\" \/><span class=\"wpcf7-list-item-label\">Private Cloud<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Cloud Storage\" \/><span class=\"wpcf7-list-item-label\">Cloud Storage<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"CDN\" \/><span class=\"wpcf7-list-item-label\">CDN<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Anti-DDoS\" \/><span class=\"wpcf7-list-item-label\">Anti-DDoS<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"C\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c\" \/><span class=\"wpcf7-list-item-label\">C\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c<\/span><\/span><span class=\"wpcf7-list-item last\"><input type=\"checkbox\" name=\"your-service\" value=\"T\u01b0 v\u1ea5n\" \/><span class=\"wpcf7-list-item-label\">T\u01b0 v\u1ea5n<\/span><\/span><\/span><\/span>\n\t<\/p>\n<\/div>\n<div class=\"m-auto text-center\">\n\t<p><input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Sign Up Now\" \/>\n\t<\/p>\n<\/div><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<input type=\"hidden\" name=\"trp-form-language\" value=\"en\"\/><\/form>\n<\/div>\n<\/p>\n<\/div>\n<\/div>\n<h2 style=\"text-align: justify;\">C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 Model Cards (FAQ)<\/h2>\n<h3 style=\"text-align: justify;\">Model Cards c\u00f3 b\u1eaft bu\u1ed9c khi ph\u00e1t h\u00e0nh m\u00f4 h\u00ecnh AI kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">Kh\u00f4ng ph\u1ea3i m\u1ecdi m\u00f4 h\u00ecnh AI \u0111\u1ec1u b\u1eaft bu\u1ed9c ph\u1ea3i c\u00f3 Model Card. \u0110\u00e2y l\u00e0 t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c khuy\u1ebfn ngh\u1ecb \u0111\u1ec3 t\u0103ng t\u00ednh minh b\u1ea1ch v\u00e0 kh\u1ea3 n\u0103ng t\u00e1i s\u1eed d\u1ee5ng, nh\u01b0ng y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 c\u00f2n ph\u1ee5 thu\u1ed9c v\u00e0o n\u1ec1n t\u1ea3ng, m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng v\u00e0 quy \u0111\u1ecbnh ph\u00e1p l\u00fd li\u00ean quan.<\/p>\n<h3 style=\"text-align: justify;\">C\u00f3 th\u1ec3 tin t\u01b0\u1edfng ho\u00e0n to\u00e0n v\u00e0o th\u00f4ng tin trong Model Cards kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">Kh\u00f4ng. Model Cards ph\u1ea3n \u00e1nh th\u00f4ng tin do nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f4ng b\u1ed1, v\u00ec v\u1eady ng\u01b0\u1eddi d\u00f9ng n\u00ean ki\u1ec3m tra ngu\u1ed3n, ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e1nh gi\u00e1 v\u00e0 \u0111\u1ed1i chi\u1ebfu k\u1ebft qu\u1ea3 v\u1edbi t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt ho\u1eb7c th\u1eed nghi\u1ec7m \u0111\u1ed9c l\u1eadp khi c\u1ea7n.<\/p>\n<h3 style=\"text-align: justify;\">Model Cards c\u00f3 \u00e1p d\u1ee5ng cho m\u00f4 h\u00ecnh AI m\u00e3 ngu\u1ed3n m\u1edf kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">C\u00f3. Model Cards th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 m\u00f4 t\u1ea3 c\u00e1c m\u00f4 h\u00ecnh c\u00f3 tr\u1ecdng s\u1ed1 c\u00f4ng khai, nh\u01b0ng c\u0169ng c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng cho m\u00f4 h\u00ecnh \u0111\u1ed9c quy\u1ec1n. Vi\u1ec7c c\u00f3 Model Card kh\u00f4ng \u0111\u1ed3ng ngh\u0129a m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c ph\u00e9p s\u1eed d\u1ee5ng, ch\u1ec9nh s\u1eeda ho\u1eb7c ph\u00e2n ph\u1ed1i t\u1ef1 do.<\/p>\n<h3 style=\"text-align: justify;\">Ai n\u00ean \u0111\u1ecdc Model Cards?<\/h3>\n<p style=\"text-align: justify;\">Nh\u00e0 ph\u00e1t tri\u1ec3n AI, k\u1ef9 s\u01b0 d\u1eef li\u1ec7u, chuy\u00ean gia h\u1ea1 t\u1ea7ng v\u00e0 doanh nghi\u1ec7p \u0111\u1ec1u c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u00e0i li\u1ec7u n\u00e0y. N\u1ed9i dung gi\u00fap \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p c\u1ee7a m\u00f4 h\u00ecnh tr\u01b0\u1edbc khi t\u00edch h\u1ee3p v\u00e0o \u1ee9ng d\u1ee5ng ho\u1eb7c tri\u1ec3n khai tr\u00ean h\u1ec7 th\u1ed1ng th\u1ef1c t\u1ebf.<\/p>\n<h2 style=\"text-align: justify;\"><strong>Th\u00f4ng tin li\u00ean h\u1ec7<\/strong><\/h2>\n<p style=\"text-align: justify;\">\u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00f4ng tin v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p CNTT, Cloud Server, GPU v\u00e0 m\u00e0n h\u00ecnh LED BOE h\u00e0ng \u0111\u1ea7u Vi\u1ec7t Nam, Qu\u00fd kh\u00e1ch vui l\u00f2ng li\u00ean h\u1ec7 ch\u00fang t\u00f4i theo th\u00f4ng tin d\u01b0\u1edbi \u0111\u00e2y:<\/p>\n<p style=\"text-align: justify;\"><strong>C\u00d4NG TY C\u1ed4 PH\u1ea6N C\u00d4NG NGH\u1ec6 VNSO &#8211; SINCE 2015<\/strong><\/p>\n<p style=\"text-align: justify;\">&#8211; Website: <a href=\"https:\/\/vnso.vn\/en\/\">https:\/\/vnso.vn\/<\/a><br \/>\n&#8211; Fanpage: <a href=\"https:\/\/www.facebook.com\/VNSO.VN\/\">Facebook<\/a>\u00a0|\u00a0<a href=\"https:\/\/www.linkedin.com\/company\/vnso-technology\/\">LinkedIn<\/a>\u00a0|\u00a0<a href=\"https:\/\/www.youtube.com\/@vnsotechnology\">YouTube<\/a>\u00a0|\u00a0<a href=\"https:\/\/www.tiktok.com\/@vnso.congnghe?is_from_webapp=1&amp;sender_device=pc\">TikTok<\/a><br \/>\n&#8211; Hotline: 0927 444 222 | Email: <a href=\"mailto:info@vnso.vn\">info@vnso.vn<\/a><br \/>\n&#8211; Tr\u1ee5 s\u1edf: L\u00f4 O s\u1ed1 10, \u0110\u01b0\u1eddng s\u1ed1 15, KDC Mi\u1ebfu N\u1ed5i, Ph\u01b0\u1eddng Gia \u0110\u1ecbnh, TP. H\u1ed3 Ch\u00ed Minh<br \/>\n&#8211; VPGD \u0110\u00e0 N\u1eb5ng: 30 Nguy\u1ec5n H\u1eefu Th\u1ecd, Ph\u01b0\u1eddng H\u1ea3i Ch\u00e2u, \u0110\u00e0 N\u1eb5ng<br \/>\n&#8211; VPGD H\u00e0 N\u1ed9i: 132 V\u0169 Ph\u1ea1m H\u00e0m, Ph\u01b0\u1eddng Y\u00ean H\u00f2a, H\u00e0 N\u1ed9i<\/p>","protected":false},"excerpt":{"rendered":"<p>Trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), vi\u1ec7c l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p kh\u00f4ng ch\u1ec9 ph\u1ee5 thu\u1ed9c v\u00e0o kh\u1ea3 n\u0103ng x\u1eed l\u00fd. Ng\u01b0\u1eddi d\u00f9ng c\u00f2n c\u1ea7n bi\u1ebft m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n cho m\u1ee5c \u0111\u00edch n\u00e0o, hi\u1ec7u n\u0103ng ra sao v\u00e0 c\u00f3 nh\u1eefng gi\u1edbi h\u1ea1n g\u00ec. Model Cards [&hellip;]<\/p>","protected":false},"author":6,"featured_media":24913,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[680,533,538],"tags":[586,728,771],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v22.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Model cards l\u00e0 g\u00ec? T\u1ea5t c\u1ea3 nh\u1eefng g\u00ec b\u1ea1n c\u1ea7n bi\u1ebft<\/title>\n<meta name=\"description\" content=\"Model Cards l\u00e0 g\u00ec? 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