{"id":14808,"date":"2025-03-12T07:40:49","date_gmt":"2025-03-12T01:40:49","guid":{"rendered":"https:\/\/dtasiagroup.com\/7-key-components-to-include-in-your-ai-data-governance-strategy\/"},"modified":"2025-04-04T15:23:38","modified_gmt":"2025-04-04T09:23:38","slug":"7-thanh-phan-quan-trong-can-co-trong-chien-luoc-quan-tri-du-lieu-ai-cua-ban","status":"publish","type":"post","link":"https:\/\/dtasiagroup.com\/vi\/7-thanh-phan-quan-trong-can-co-trong-chien-luoc-quan-tri-du-lieu-ai-cua-ban\/","title":{"rendered":"7 th\u00e0nh ph\u1ea7n quan tr\u1ecdng c\u1ea7n c\u00f3 trong chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u AI c\u1ee7a b\u1ea1n"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-14716 size-full\" src=\"https:\/\/dtasiagroup.com\/wp-content\/uploads\/2025\/03\/Blog-AIBestPractices-IM-JY-95608B-1.png.webp\" alt=\"\" width=\"1100\" height=\"500\" \/><\/p>\n<p data-pm-slice=\"1 1 []\">AI \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p, nh\u01b0ng c\u00e1c t\u1ed5 ch\u1ee9c \u0111ang \u1edf nh\u1eefng giai \u0111o\u1ea1n kh\u00e1c nhau trong h\u00e0nh tr\u00ecnh qu\u1ea3n tr\u1ecb AI. M\u1ed9t s\u1ed1 t\u1ed5 ch\u1ee9c \u0111ang t\u1eadp trung h\u00f3a c\u00e1c d\u1ef1 \u00e1n AI, nh\u1eefng t\u1ed5 ch\u1ee9c kh\u00e1c n\u1ed7 l\u1ef1c \u0111\u00f3n \u0111\u1ea7u c\u00e1c y\u00eau c\u1ea7u AI t\u1ea1o ra, trong khi \u0111\u00f3 nhi\u1ec1u t\u1ed5 ch\u1ee9c \u01b0u ti\u00ean x\u00e2y d\u1ef1ng m\u1ed9t n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u v\u1eefng ch\u1eafc. Ch\u1ec9 m\u1ed9t s\u1ed1 \u00edt \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t \u201cnh\u00e0 m\u00e1y AI\u201d ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3, c\u00f3 th\u1ec3 ph\u00e2n lo\u1ea1i, l\u1eadp h\u1ed3 s\u01a1 v\u00e0 ch\u1ee9ng nh\u1eadn d\u1eef li\u1ec7u AI \u0111\u1ed3ng th\u1eddi t\u1ea1o ra nh\u1eefng hi\u1ec3u bi\u1ebft \u0111\u1ed9t ph\u00e1. Tuy nhi\u00ean, ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u nh\u00e0 l\u00e3nh \u0111\u1ea1o d\u1eef li\u1ec7u b\u00e0y t\u1ecf r\u00f5 r\u00e0ng \u00fd \u0111\u1ecbnh x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c AI v\u00e0 n\u00e2ng cao qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u.<\/p>\n<p>C\u00e1c t\u1ed5 ch\u1ee9c \u0111\u00e3 tri\u1ec3n khai danh m\u1ee5c d\u1eef li\u1ec7u \u0111ang d\u1eabn \u0111\u1ea7u cu\u1ed9c c\u00e1ch m\u1ea1ng AI. Nh\u1eefng danh m\u1ee5c n\u00e0y gi\u00fap m\u00f4 h\u00ecnh h\u00f3a, ph\u00e2n lo\u1ea1i v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho vi\u1ec7c khai th\u00e1c AI m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. C\u00e1c t\u00ednh n\u0103ng n\u00e2ng cao c\u1ee7a danh m\u1ee5c d\u1eef li\u1ec7u\u2014nh\u01b0 gi\u00e1m s\u00e1t lu\u1ed3ng d\u1eef li\u1ec7u, ch\u1ea5m \u0111i\u1ec3m d\u1eef li\u1ec7u v\u00e0 t\u1ea1o ra c\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1eef li\u1ec7u\u2014\u0111ang th\u00fac \u0111\u1ea9y v\u0103n h\u00f3a d\u1ef1a tr\u00ean d\u1eef li\u1ec7u, gi\u00fap c\u00e1c nh\u00f3m t\u1eadp trung v\u00e0o k\u1ebft qu\u1ea3 AI t\u1ea1o ra thay v\u00ec x\u1eed l\u00fd d\u1eef li\u1ec7u. D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng cao ch\u00ednh l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a ti\u1ec1m n\u0103ng c\u1ee7a AI.<\/p>\n<p>&nbsp;<\/p>\n<p>\u0110\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n tr\u1ecb AI v\u1eefng ch\u1eafc, h\u00e3y c\u00e2n nh\u1eafc b\u1ea3y ph\u01b0\u01a1ng ph\u00e1p t\u1ed1t nh\u1ea5t sau \u0111\u00e2y:<\/p>\n<p>&nbsp;<\/p>\n<h3><\/h3>\n<h3>1. X\u00e1c \u0111\u1ecbnh R\u00f5 M\u1ee5c Ti\u00eau S\u1eed AI<\/h3>\n<p>Establishing clear goals for AI initiatives is essential. Define the questions you aim to answer and refine how you prompt AI models. Effective data modeling outlines data requirements and ensures AI projects align with business objectives.<\/p>\n<p>The concept of &#8220;Data Products&#8221; plays a vital role here. When business teams request data for campaigns, product development, or research, they require a mix of datasets, reports, AI features, and governance guidelines. A structured approach fosters collaboration between data experts and business users, ensuring impactful outcomes.<\/p>\n<p>Vi\u1ec7c \u0111\u1eb7t ra c\u00e1c m\u1ee5c ti\u00eau r\u00f5 r\u00e0ng cho c\u00e1c s\u00e1ng ki\u1ebfn AI l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft. X\u00e1c \u0111\u1ecbnh nh\u1eefng c\u00e2u h\u1ecfi b\u1ea1n mu\u1ed1n gi\u1ea3i \u0111\u00e1p v\u00e0 tinh ch\u1ec9nh c\u00e1ch b\u1ea1n \u0111\u01b0a ra y\u00eau c\u1ea7u cho c\u00e1c m\u00f4 h\u00ecnh AI. M\u00f4 h\u00ecnh h\u00f3a d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c y\u00eau c\u1ea7u d\u1eef li\u1ec7u v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c d\u1ef1 \u00e1n AI ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau kinh doanh.<\/p>\n<p>Kh\u00e1i ni\u1ec7m \u201cS\u1ea3n ph\u1ea9m D\u1eef li\u1ec7u\u201d (Data Products) \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh n\u00e0y. Khi c\u00e1c nh\u00f3m kinh doanh y\u00eau c\u1ea7u d\u1eef li\u1ec7u cho c\u00e1c chi\u1ebfn d\u1ecbch, ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m ho\u1eb7c nghi\u00ean c\u1ee9u, h\u1ecd c\u1ea7n s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa c\u00e1c t\u1eadp d\u1eef li\u1ec7u, b\u00e1o c\u00e1o, t\u00ednh n\u0103ng AI v\u00e0 h\u01b0\u1edbng d\u1eabn qu\u1ea3n tr\u1ecb. M\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn c\u00f3 c\u1ea5u tr\u00fac gi\u00fap t\u0103ng c\u01b0\u1eddng s\u1ef1 h\u1ee3p t\u00e1c gi\u1eefa c\u00e1c chuy\u00ean gia d\u1eef li\u1ec7u v\u00e0 ng\u01b0\u1eddi d\u00f9ng doanh nghi\u1ec7p, \u0111\u1ea3m b\u1ea3o k\u1ebft qu\u1ea3 c\u00f3 t\u00e1c \u0111\u1ed9ng th\u1ef1c s\u1ef1.<\/p>\n<h3><\/h3>\n<h3>2. Cung c\u1ea5p Quy\u1ec1n Truy C\u1eadp D\u1eef Li\u1ec7u T\u1ef1 Ph\u1ee5c V\u1ee5<\/h3>\n<p class=\"\" data-start=\"53\" data-end=\"343\">Ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng n\u00ean c\u1ea7n \u0111\u1ebfn s\u1ef1 can thi\u1ec7p c\u1ee7a IT \u0111\u1ec3 truy c\u1eadp d\u1eef li\u1ec7u. M\u1ed9t th\u1ecb tr\u01b0\u1eddng d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i trong danh m\u1ee5c d\u1eef li\u1ec7u n\u00ean mang \u0111\u1ebfn tr\u1ea3i nghi\u1ec7m li\u1ec1n m\u1ea1ch, d\u1ec5 s\u1eed d\u1ee5ng\u2014t\u01b0\u01a1ng t\u1ef1 nh\u01b0 m\u1ed9t n\u1ec1n t\u1ea3ng mua s\u1eafm tr\u1ef1c tuy\u1ebfn\u2014n\u01a1i ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 duy\u1ec7t, so s\u00e1nh v\u00e0 t\u00edch h\u1ee3p c\u00e1c t\u1eadp d\u1eef li\u1ec7u theo nhu c\u1ea7u.<\/p>\n<p class=\"\" data-start=\"345\" data-end=\"683\">T\u00ednh minh b\u1ea1ch \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c l\u00e0m vi\u1ec7c v\u1edbi AI. D\u00f9 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u th\u00f4, d\u1eef li\u1ec7u chu\u1ea9n h\u00f3a hay d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n hi\u1ec3u r\u00f5 ngu\u1ed3n g\u1ed1c, ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p c\u1ee7a d\u1eef li\u1ec7u. C\u00e1c t\u1ed5 ch\u1ee9c n\u00ean x\u00e1c \u0111\u1ecbnh c\u00e1c th\u00f4ng s\u1ed1 d\u1eef li\u1ec7u d\u1ef1a tr\u00ean t\u1eebng tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng, \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 c\u00e1c ti\u00eau chu\u1ea9n ph\u00e1p l\u00fd v\u00e0 \u0111\u1ea1o \u0111\u1ee9c.<\/p>\n<h3><\/h3>\n<h3>3. Ph\u00e2n Lo\u1ea1i v\u00e0 T\u1ed5 Ch\u1ee9c H\u1ec7 Sinh Th\u00e1i D\u1eef Li\u1ec7u<\/h3>\n<p>C\u00e1c m\u00f4 h\u00ecnh AI ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 nh\u1ea5t khi \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean c\u00e1c mi\u1ec1n d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng. Vi\u1ec7c s\u1eed d\u1ee5ng AI tr\u00ean m\u1ed9t t\u1eadp d\u1eef li\u1ec7u r\u1ed9ng v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac c\u00f3 th\u1ec3 l\u00e0m gi\u1ea3m \u0111\u1ed9 ch\u00ednh x\u00e1c. M\u1ed9t danh m\u1ee5c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n tr\u1ecb t\u1ed1t gi\u00fap ph\u00e2n lo\u1ea1i v\u00e0 x\u1ebfp h\u1ea1ng d\u1eef li\u1ec7u, h\u1ed7 tr\u1ee3 c\u00e1c m\u00f4 h\u00ecnh AI t\u1ea1o ra nh\u1eefng hi\u1ec3u bi\u1ebft ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n<p>C\u00e1c \u0111\u01b0\u1eddng \u1ed1ng d\u1eef li\u1ec7u (data pipelines) \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c qu\u1ea3n l\u00fd \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra c\u1ee7a d\u1eef li\u1ec7u AI. Gi\u00e1m s\u00e1t theo th\u1eddi gian th\u1ef1c \u0111\u1ea3m b\u1ea3o t\u00ednh minh b\u1ea1ch trong lu\u1ed3ng d\u1eef li\u1ec7u, quy t\u1eafc chuy\u1ec3n \u0111\u1ed5i v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 ch\u1ea5t l\u01b0\u1ee3ng. C\u00e1c k\u1ef9 thu\u1eadt ph\u00e2n lo\u1ea1i n\u00e2ng cao\u2014nh\u01b0 b\u1ed5 sung ng\u1eef ngh\u0129a (semantic augmentation)\u2014t\u1ef1 \u0111\u1ed9ng g\u00e1n thu\u1eadt ng\u1eef kinh doanh, gi\u00fap qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u c\u00e1 nh\u00e2n v\u00e0 d\u1eef li\u1ec7u theo quy \u0111\u1ecbnh m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/p>\n<p>&nbsp;<\/p>\n<h3>4. Tri\u1ec3n Khai M\u1ed9t Khung Qu\u1ea3n Tr\u1ecb AI V\u1eefng M\u1ea1nh<\/h3>\n<p class=\"\" data-start=\"53\" data-end=\"284\">C\u00e1c quy \u0111\u1ecbnh v\u1ec1 AI to\u00e0n c\u1ea7u \u0111ang ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng, y\u00eau c\u1ea7u c\u00e1c t\u1ed5 ch\u1ee9c x\u00e2y d\u1ef1ng c\u00e1c khung qu\u1ea3n tr\u1ecb linh ho\u1ea1t nh\u1eb1m gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 c\u00f4ng b\u1eb1ng thu\u1eadt to\u00e1n, ph\u00e1t hi\u1ec7n thi\u00ean v\u1ecb, c\u00e1c c\u00e2n nh\u1eafc \u0111\u1ea1o \u0111\u1ee9c v\u00e0 tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh.<\/p>\n<p class=\"\" data-start=\"286\" data-end=\"314\">M\u1ed9t khung qu\u1ea3n tr\u1ecb AI n\u00ean:<\/p>\n<ul data-start=\"316\" data-end=\"520\">\n<li class=\"\" data-start=\"316\" data-end=\"357\">\n<p class=\"\" data-start=\"318\" data-end=\"357\">\u0110\u00e1p \u1ee9ng c\u00e1c ch\u00ednh s\u00e1ch AI \u0111ang thay \u0111\u1ed5i<\/p>\n<\/li>\n<li class=\"\" data-start=\"358\" data-end=\"392\">\n<p class=\"\" data-start=\"360\" data-end=\"392\">Ph\u00e1t hi\u1ec7n v\u00e0 gi\u1ea3m thi\u1ec3u thi\u00ean v\u1ecb<\/p>\n<\/li>\n<li class=\"\" data-start=\"393\" data-end=\"438\">\n<p class=\"\" data-start=\"395\" data-end=\"438\">\u0110\u1ea3m b\u1ea3o c\u00e1c th\u1ef1c h\u00e0nh AI \u0111\u1ea1o \u0111\u1ee9c, minh b\u1ea1ch<\/p>\n<\/li>\n<li class=\"\" data-start=\"439\" data-end=\"481\">\n<p class=\"\" data-start=\"441\" data-end=\"481\">H\u1ed7 tr\u1ee3 c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 linh ho\u1ea1t<\/p>\n<\/li>\n<li class=\"\" data-start=\"482\" data-end=\"520\">\n<p class=\"\" data-start=\"484\" data-end=\"520\">Tham gia h\u1ee3p t\u00e1c ng\u00e0nh (v\u00ed d\u1ee5: GPAI)<\/p>\n<\/li>\n<\/ul>\n<p class=\"\" data-start=\"522\" data-end=\"885\">Ph\u00e1t tri\u1ec3n AI \u0111\u1ea1o \u0111\u1ee9c l\u00e0 ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong v\u0103n h\u00f3a doanh nghi\u1ec7p. C\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n \u0111\u00e1nh gi\u00e1 r\u1ee7i ro c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh AI\u2014d\u00f9 l\u00e0 th\u1ea5p, trung b\u00ecnh hay cao\u2014v\u00e0 tri\u1ec3n khai c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o vi\u1ec7c s\u1eed d\u1ee5ng c\u00f3 tr\u00e1ch nhi\u1ec7m. C\u00e1c c\u00f4ng c\u1ee5 danh m\u1ee5c d\u1eef li\u1ec7u c\u00f3 th\u1ec3 gi\u00fap thi h\u00e0nh c\u00e1c ch\u00ednh s\u00e1ch qu\u1ea3n tr\u1ecb v\u00e0 c\u1ea3nh b\u00e1o ng\u01b0\u1eddi d\u00f9ng v\u1ec1 c\u00e1c r\u1ee7i ro trong th\u1eddi gian th\u1ef1c.<\/p>\n<h3><\/h3>\n<h3>5. Gi\u00e1m s\u00e1t C\u00e1c M\u00f4 H\u00ecnh AI \u0111\u1ec3 Gi\u1ea3m Thi\u1ec3u Thi\u00ean V\u1ecb<\/h3>\n<p class=\"\" data-start=\"57\" data-end=\"457\">Ph\u00e1t hi\u1ec7n thi\u00ean v\u1ecb y\u00eau c\u1ea7u s\u1ef1 gi\u00e1m s\u00e1t li\u00ean t\u1ee5c \u0111\u1ed1i v\u1edbi \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra c\u1ee7a m\u00f4 h\u00ecnh AI. C\u00e1c m\u00f4 h\u00ecnh AI c\u1ea7n \u0111\u01b0\u1ee3c theo d\u00f5i \u0111\u1ec3 ph\u00e1t hi\u1ec7n nh\u1eefng b\u1ea5t th\u01b0\u1eddng v\u00e0 sai l\u1ec7ch c\u00f3 th\u1ec3 g\u00e2y ra thi\u00ean v\u1ecb kh\u00f4ng mong mu\u1ed1n. C\u00e1c danh m\u1ee5c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c trang b\u1ecb c\u00f4ng c\u1ee5 ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u cung c\u1ea5p c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u1ec1 t\u00ednh to\u00e0n v\u1eb9n c\u1ee7a d\u1eef li\u1ec7u, gi\u00fap c\u00e1c nh\u00f3m x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3i quy\u1ebft ngu\u1ed3n g\u1ed1c c\u1ee7a thi\u00ean v\u1ecb.<\/p>\n<p class=\"\" data-start=\"459\" data-end=\"813\">D\u1eef li\u1ec7u lu\u00f4n thay \u0111\u1ed5i, v\u00ec v\u1eady c\u00e1c m\u00f4 h\u00ecnh AI ph\u1ea3i \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o sao cho ph\u00f9 h\u1ee3p. Vi\u1ec7c thi\u1ebft l\u1eadp ng\u01b0\u1ee1ng cho s\u1ef1 dao \u0111\u1ed9ng c\u1ee7a d\u1eef li\u1ec7u gi\u00fap \u0111\u1ea3m b\u1ea3o c\u00e1c hi\u1ec3u bi\u1ebft c\u00f3 \u00fd ngh\u0129a \u0111\u1ed3ng th\u1eddi ng\u0103n ng\u1eeba k\u1ebft qu\u1ea3 l\u1ec7ch l\u1ea1c. C\u1ea3nh b\u00e1o theo th\u1eddi gian th\u1ef1c gi\u00fap c\u00e1c nh\u00f3m x\u00e1c th\u1ef1c ho\u1eb7c lo\u1ea1i b\u1ecf c\u00e1c b\u1ea5t th\u01b0\u1eddng, \u0111\u1ea3m b\u1ea3o c\u00e1c quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean AI v\u1eabn ch\u00ednh x\u00e1c v\u00e0 kh\u00f4ng thi\u00ean v\u1ecb.<\/p>\n<h3><\/h3>\n<h3>6. Ch\u1ea5m \u0110i\u1ec3m v\u00e0 Ch\u1ee9ng Nh\u1eadn S\u1ef1 S\u1eb5n S\u00e0ng C\u1ee7a AI<\/h3>\n<p class=\"\" data-start=\"53\" data-end=\"414\">C\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh tr\u01b0\u1edfng th\u00e0nh AI \u0111\u1ec3 x\u00e1c th\u1ef1c \u0111\u1ed9 tin c\u1eady c\u1ee7a d\u1eef li\u1ec7u. Vi\u1ec7c tri\u1ec3n khai m\u1ed9t quy tr\u00ecnh ch\u1ee9ng nh\u1eadn AI c\u00f3 c\u1ea5u tr\u00fac gi\u00fap x\u00e1c \u0111\u1ecbnh khi n\u00e0o m\u1ed9t m\u00f4 h\u00ecnh s\u1eb5n s\u00e0ng \u0111\u1ec3 \u0111\u01b0a v\u00e0o s\u1ea3n xu\u1ea5t. Vi\u1ec7c ch\u1ea5m \u0111i\u1ec3m d\u1eef li\u1ec7u\u2014d\u1ef1a tr\u00ean \u0111\u00e1nh gi\u00e1 c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, k\u1ebft qu\u1ea3 h\u1ed3 s\u01a1 v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 qu\u1ea3n tr\u1ecb\u2014gi\u00fap ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u th\u00e0nh c\u00e1c h\u1ea1ng v\u00e0ng, b\u1ea1c v\u00e0 \u0111\u1ed3ng.<\/p>\n<p class=\"\" data-start=\"416\" data-end=\"647\">Vi\u1ec7c hi\u1ec3u r\u00f5 ph\u00e2n lo\u1ea1i c\u1ee7a c\u00e1c t\u1eadp d\u1eef li\u1ec7u gi\u00fap c\u00e1c nh\u00f3m \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 r\u1ee7i ro v\u00e0 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh AI c\u00f3 c\u01a1 s\u1edf. T\u00ednh minh b\u1ea1ch n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c hi\u1ec3u bi\u1ebft t\u1eeb AI \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean d\u1eef li\u1ec7u \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng cao.<\/p>\n<h3><\/h3>\n<h3>7. \u0110\u1ea7u T\u01b0 V\u00e0o \u0110\u00e0o T\u1ea1o v\u00e0 Gi\u00e1o D\u1ee5c AI<\/h3>\n<p class=\"\" data-start=\"44\" data-end=\"171\">M\u1ed9t l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o t\u1ed1t l\u00e0 y\u1ebfu t\u1ed1 thi\u1ebft y\u1ebfu \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c th\u00e0nh c\u00f4ng v\u1edbi AI. C\u00e1c t\u1ed5 ch\u1ee9c n\u00ean cung c\u1ea5p \u0111\u00e0o t\u1ea1o v\u1ec1:<\/p>\n<ul data-start=\"173\" data-end=\"292\">\n<li class=\"\" data-start=\"173\" data-end=\"221\">\n<p class=\"\" data-start=\"175\" data-end=\"221\">K\u1ef9 thu\u1eadt prompt engineering<\/p>\n<\/li>\n<li class=\"\" data-start=\"222\" data-end=\"257\">\n<p class=\"\" data-start=\"224\" data-end=\"257\">Qu\u1ea3n l\u00fd r\u1ee7i ro AI v\u00e0 c\u00e1c quy \u0111\u1ecbnh<\/p>\n<\/li>\n<li class=\"\" data-start=\"258\" data-end=\"292\">\n<p class=\"\" data-start=\"260\" data-end=\"292\">Ki\u1ebfn th\u1ee9c v\u1ec1 d\u1eef li\u1ec7u v\u00e0 qu\u1ea3n tr\u1ecb<\/p>\n<\/li>\n<\/ul>\n<p class=\"\" data-start=\"294\" data-end=\"514\">Vi\u1ec7c gi\u00e1o d\u1ee5c nh\u00e2n vi\u00ean gi\u00fap lo\u1ea1i b\u1ecf n\u1ed7i s\u1ee3 h\u00e3i, x\u00e2y d\u1ef1ng s\u1ef1 t\u1ef1 tin v\u00e0 t\u1ea1o s\u1ef1 \u0111\u1ed3ng thu\u1eadn gi\u1eefa c\u00e1c ph\u00f2ng ban. \u0110\u00e0o t\u1ea1o gi\u00fap c\u00e1c nh\u00f3m hi\u1ec3u r\u00f5 kh\u1ea3 n\u0103ng, gi\u1edbi h\u1ea1n v\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ed1t nh\u1ea5t \u0111\u1ec3 tri\u1ec3n khai AI m\u1ed9t c\u00e1ch \u0111\u1ea1o \u0111\u1ee9c.<\/p>\n<h3><\/h3>\n<h3>K\u1ebft lu\u1eadn<\/h3>\n<p class=\"\" data-start=\"14\" data-end=\"531\">T\u01b0\u01a1ng lai c\u1ee7a c\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng AI ph\u1ee5 thu\u1ed9c v\u00e0o t\u00ednh minh b\u1ea1ch v\u00e0 kh\u1ea3 n\u0103ng truy c\u1eadp d\u1eef li\u1ec7u. Vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u v\u1eefng ch\u1eafc\u2014bao g\u1ed3m c\u00e1c danh m\u1ee5c si\u00eau d\u1eef li\u1ec7u, c\u00f4ng c\u1ee5 ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 khung qu\u1ea3n tr\u1ecb\u2014\u0111\u1ea3m b\u1ea3o c\u00e1c t\u1ed5 ch\u1ee9c s\u1eb5n s\u00e0ng cho AI. Th\u00e0nh c\u00f4ng trong AI \u0111\u00f2i h\u1ecfi s\u1ef1 c\u00e2n b\u1eb1ng gi\u1eefa c\u00f4ng ngh\u1ec7, chi\u1ebfn l\u01b0\u1ee3c v\u00e0 \u0111\u1ea1o \u0111\u1ee9c. B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ed1t nh\u1ea5t, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 khai th\u00e1c t\u1ed1i \u0111a ti\u1ec1m n\u0103ng c\u1ee7a AI trong khi gi\u1ea3m thi\u1ec3u r\u1ee7i ro v\u00e0 th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi c\u00f3 tr\u00e1ch nhi\u1ec7m.<\/p>\n<p class=\"\" data-start=\"533\" data-end=\"715\">\u0110\u00e2y l\u00e0 th\u1eddi \u0111i\u1ec3m \u0111\u1ec3 x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI. C\u00e1c t\u1ed5 ch\u1ee9c ch\u1ee7 \u0111\u1ed9ng h\u00e0nh \u0111\u1ed9ng ngay h\u00f4m nay s\u1ebd c\u00f3 v\u1ecb th\u1ebf t\u1ed1t \u0111\u1ec3 d\u1eabn \u0111\u1ea7u trong t\u01b0\u01a1ng lai do AI d\u1eabn d\u1eaft.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>V\u1ec1 DT Asia<\/strong><\/p>\n<p>DT Asia \u0111\u01b0\u1ee3c th\u00e0nh l\u1eadp n\u0103m 2007 v\u1edbi s\u1ee9 m\u1ec7nh \u0111\u01b0a c\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt CNTT ti\u00ean phong kh\u00e1c nhau t\u1eeb Hoa K\u1ef3, Ch\u00e2u \u00c2u v\u00e0 Israel gia nh\u1eadp th\u1ecb tr\u01b0\u1eddng.<\/p>\n<p>Hi\u1ec7n t\u1ea1i, DT Asia \u0111\u00e3 l\u00e0 m\u1ed9t nh\u00e0 ph\u00e2n ph\u1ed1i gi\u00e1 tr\u1ecb gia t\u0103ng trong khu v\u1ef1c \u0111\u1ed1i v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p an ninh m\u1ea1ng, cung c\u1ea5p c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn cho c\u00e1c t\u1ed5 ch\u1ee9c ch\u00ednh ph\u1ee7 tr\u1ecdng y\u1ebfu c\u0169ng nh\u01b0 c\u00e1c kh\u00e1ch h\u00e0ng t\u01b0 nh\u00e2n l\u1edbn bao g\u1ed3m c\u00e1c ng\u00e2n h\u00e0ng to\u00e0n c\u1ea7u v\u00e0 c\u00e1c c\u00f4ng ty trong danh s\u00e1ch Fortune 500. V\u1edbi c\u00e1c v\u0103n ph\u00f2ng v\u00e0 \u0111\u1ed1i t\u00e1c r\u1ed9ng kh\u1eafp trong khu v\u1ef1c Ch\u00e2u \u00c1 Th\u00e1i B\u00ecnh D\u01b0\u01a1ng, ch\u00fang t\u00f4i hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 th\u1ecb tr\u01b0\u1eddng v\u00e0 t\u1eeb \u0111\u00f3 mang \u0111\u1ebfn nh\u1eefng gi\u1ea3i ph\u00e1p b\u1ea3n \u0111\u1ecba h\u00f3a ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng qu\u1ed1c gia, t\u1eebng t\u1ed5 ch\u1ee9c.<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong>C\u00e1ch ch\u00fang t\u00f4i c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n<\/strong><\/p>\n<p>N\u1ebfu b\u1ea1n mu\u1ed1n bi\u1ebft th\u00eam v\u1ec1 chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u AI, b\u1ea1n \u0111ang \u1edf \u0111\u00fang n\u01a1i, ch\u00fang t\u00f4i s\u1eb5n s\u00e0ng gi\u00fap \u0111\u1ee1! DT Asia l\u00e0 nh\u00e0 ph\u00e2n ph\u1ed1i c\u1ee7a Quest Software, \u0111\u1eb7c bi\u1ec7t t\u1ea1i Vi\u1ec7t Nam v\u00e0 ch\u00e2u \u00c1, c\u00e1c k\u1ef9 thu\u1eadt vi\u00ean c\u1ee7a ch\u00fang t\u00f4i c\u00f3 kinh nghi\u1ec7m s\u00e2u r\u1ed9ng v\u1ec1 s\u1ea3n ph\u1ea9m v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 li\u00ean quan m\u00e0 b\u1ea1n lu\u00f4n c\u00f3 th\u1ec3 tin t\u01b0\u1edfng. Ch\u00fang t\u00f4i cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p tr\u1ecdn g\u00f3i cho s\u1ea3n ph\u1ea9m n\u00e0y, bao g\u1ed3m t\u01b0 v\u1ea5n, tri\u1ec3n khai v\u00e0 d\u1ecbch v\u1ee5 b\u1ea3o tr\u00ec.<\/p>\n<p>\u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin chi ti\u1ebft v\u00e0 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3, vui l\u00f2ng truy c\u1eadp:\u00a0<a href=\"https:\/\/dtasiagroup.com\/quest\/\">https:\/\/dtasiagroup.com\/quest\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI is reshaping industries, but organizations are at different stages in their AI governance journey. Some are centralizing AI projects, others are working to get ahead of generative AI requests, while many are focused on creating a robust data foundation. Few organizations have built a well-oiled AI factory that classifies, profiles, and certifies AI data while generating transformative insights. However, a clear intent to define AI strategies and improve data governance is emerging among data leaders.<\/p>\n","protected":false},"author":11,"featured_media":14717,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[79,66,63],"tags":[],"class_list":["post-14808","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bai-viet","category-news-vi","category-announcements-vi"],"_links":{"self":[{"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/posts\/14808","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/comments?post=14808"}],"version-history":[{"count":2,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/posts\/14808\/revisions"}],"predecessor-version":[{"id":14810,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/posts\/14808\/revisions\/14810"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/media\/14717"}],"wp:attachment":[{"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/media?parent=14808"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/categories?post=14808"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/tags?post=14808"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}