{"id":46093,"date":"2025-07-05T21:15:10","date_gmt":"2025-07-05T21:15:10","guid":{"rendered":"https:\/\/www.mon-agent-ia.fr\/blog\/?p=46093"},"modified":"2025-07-05T21:15:12","modified_gmt":"2025-07-05T21:15:12","slug":"dataiku-chung-minh-su-hai-hoa-giua-dieu-khien-va-tri-tue-nhan-tao","status":"publish","type":"post","link":"https:\/\/www.mon-agent-ia.fr\/blog\/vi\/dataiku-chung-minh-su-hai-hoa-giua-dieu-khien-va-tri-tue-nhan-tao\/","title":{"rendered":"Dataiku ch\u1ee9ng minh s\u1ef1 h\u00e0i h\u00f2a gi\u1eefa \u0111i\u1ec1u khi\u1ec3n v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Khi ch\u00fang ta b\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean m\u00e0 c\u00f4ng ngh\u1ec7 v\u00e0 \u0111\u1ed5i m\u1edbi \u0111ang nhanh ch\u00f3ng \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a doanh nghi\u1ec7p, nhi\u1ec7m v\u1ee5 c\u00e2n b\u1eb1ng gi\u1eefa ki\u1ec3m so\u00e1t v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o tr\u1edf n\u00ean quan tr\u1ecdng. <strong>d\u1eef li\u1ec7u<\/strong>, m\u1ed9t c\u00f4ng ty l\u1edbn trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u, minh h\u1ecda ho\u00e0n h\u1ea3o \u0111\u1ed9ng l\u1ef1c n\u00e0y b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p m\u1ea1nh m\u1ebd \u0111\u1ea3m b\u1ea3o qu\u1ea3n tr\u1ecb nghi\u00eam ng\u1eb7t c\u00e1c d\u1ef1 \u00e1n AI. Th\u00f4ng qua m\u1ed9t h\u1ed9i ngh\u1ecb g\u1ea7n \u0111\u00e2y \u1edf Seoul, ng\u01b0\u1eddi \u0111\u1ed3ng s\u00e1ng l\u1eadp v\u00e0 CTO Inklement Stenac \u0111\u00e3 nh\u1ea5n m\u1ea1nh nh\u1eefng th\u00e1ch th\u1ee9c trong vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c t\u00e1c nh\u00e2n AI \u0111a t\u00e1c nh\u00e2n, c\u00e1c c\u00f4ng c\u1ee5 c\u1ea7n thi\u1ebft \u0111\u1ec3 k\u1ebft h\u1ee3p t\u00ednh s\u00e1ng t\u1ea1o v\u00e0 b\u1ea3o m\u1eadt, \u0111\u1ed3ng th\u1eddi duy tr\u00ec t\u00ednh to\u00e0n v\u1eb9n c\u1ee7a quy tr\u00ecnh kinh doanh.<\/p>\n\n<h2 class=\"wp-block-heading\">Th\u00e1ch th\u1ee9c c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong doanh nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i<\/h2>\n\n<p class=\"wp-block-paragraph\">Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 t\u1ef1 kh\u1eb3ng \u0111\u1ecbnh m\u00ecnh l\u00e0 m\u1ed9t vect\u01a1 chuy\u1ec3n \u0111\u1ed5i quan tr\u1ecdng cho c\u00e1c l\u0129nh v\u1ef1c ho\u1ea1t \u0111\u1ed9ng kh\u00e1c nhau. Ban \u0111\u1ea7u \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 s\u00e1ng t\u1ea1o \u0111\u01a1n gi\u1ea3n, AI gi\u1edd \u0111\u00e2y ph\u1ea3i ph\u00e1t tri\u1ec3n theo h\u01b0\u1edbng c\u00f3 c\u1ea5u tr\u00fac ch\u1eb7t ch\u1ebd h\u01a1n. V\u00e0o n\u0103m 2025, c\u00e1c c\u00f4ng ty ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi th\u00e1ch th\u1ee9c k\u00e9p: t\u1ed1i \u0111a h\u00f3a ti\u1ec1m n\u0103ng c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u1ed3ng th\u1eddi t\u00edch h\u1ee3p c\u00e1c c\u01a1 ch\u1ebf ki\u1ec3m so\u00e1t \u0111\u1ec3 tr\u00e1nh sai l\u1ec7ch.<\/p>\n\n<h3 class=\"wp-block-heading\">K\u1ef3 v\u1ecdng ng\u00e0y c\u00e0ng t\u0103ng v\u1ec1 qu\u1ea3n tr\u1ecb<\/h3>\n\n<p class=\"wp-block-paragraph\">Qu\u1ea3n tr\u1ecb xung quanh AI t\u1ea1o ra nh\u1eefng k\u1ef3 v\u1ecdng \u0111\u00e1ng k\u1ec3. C\u00e1c c\u00f4ng ty kh\u00f4ng ch\u1ec9 ph\u1ea3i ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng AI m\u00e0 c\u00f2n ph\u1ea3i \u0111\u1ea3m b\u1ea3o r\u1eb1ng ch\u00fang tu\u00e2n th\u1ee7 c\u00e1c ti\u00eau chu\u1ea9n \u0111\u1ea1o \u0111\u1ee9c v\u00e0 quy \u0111\u1ecbnh. \u0110\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c \u0111\u00edch n\u00e0y, c\u00f3 m\u1ed9t s\u1ed1 \u0111i\u1ec3m c\u01a1 b\u1ea3n:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>Tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh:<\/strong> C\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh lu\u00f4n thay \u0111\u1ed5i, ch\u1eb3ng h\u1ea1n nh\u01b0 GDPR \u1edf Ch\u00e2u \u00c2u.<\/li><li><strong>\u0110\u1ea1o \u0111\u1ee9c:<\/strong> C\u00e1c c\u00f4ng ty c\u1ea7n gi\u1ea3i quy\u1ebft c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c xung quanh vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u v\u00e0 t\u00e1c nh\u00e2n AI.<\/li><li><strong>Minh b\u1ea1ch:<\/strong> C\u00e1c quy tr\u00ecnh AI ph\u1ea3i minh b\u1ea1ch v\u00e0 d\u1ec5 hi\u1ec3u \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng.<\/li><li><strong>Tr\u00e1ch nhi\u1ec7m :<\/strong> Vi\u1ec7c ch\u1ecbu tr\u00e1ch nhi\u1ec7m cho c\u00e1c quy\u1ebft \u0111\u1ecbnh v\u1ec1 AI hi\u1ec7n l\u00e0 \u0111i\u1ec1u b\u1eaft bu\u1ed9c.<\/li><\/ul>\n\n<h3 class=\"wp-block-heading\">S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd AI<\/h3>\n\n<p class=\"wp-block-paragraph\">Trong n\u1ed7 l\u1ef1c c\u00e2n b\u1eb1ng gi\u1eefa ki\u1ec3m so\u00e1t v\u00e0 \u0111\u1ed5i m\u1edbi n\u00e0y, Dataiku n\u1ed5i b\u1eadt v\u1edbi n\u1ec1n t\u1ea3ng \u0111a t\u00e1c nh\u00e2n c\u1ee7a m\u00ecnh. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u1ea1o c\u00e1c t\u00e1c nh\u00e2n n\u00e0y th\u00f4ng qua giao di\u1ec7n tr\u1ef1c quan m\u00e0 kh\u00f4ng c\u1ea7n k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh. C\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn, ch\u1eb3ng h\u1ea1n nh\u01b0 LangChain, c\u0169ng cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng k\u1ef9 thu\u1eadt t\u00edch h\u1ee3p logic ph\u1ee9c t\u1ea1p. C\u00e1c t\u00ednh n\u0103ng c\u1ee7a n\u1ec1n t\u1ea3ng bao g\u1ed3m: <strong>C\u00f4ng c\u1ee5<\/strong>M\u00f4 t\u1ea3<\/p>\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Agent Connect<\/th>\n<th>T\u1eadp trung v\u00e0 \u0111i\u1ec1u ph\u1ed1i quy\u1ec1n truy c\u1eadp v\u00e0o nhi\u1ec1u t\u00e1c nh\u00e2n t\u1ea1i m\u1ed9t \u0111i\u1ec3m duy nh\u1ea5t.<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>LLM Mesh<\/td>\n<td>Gi\u1ea3i ph\u00e1p ki\u1ec3m so\u00e1t c\u00e1c y\u00eau c\u1ea7u \u0111\u1ed1i v\u1edbi m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef.<\/td>\n<\/tr>\n<tr>\n<td>Trace Explorer<\/td>\n<td>C\u00f4ng c\u1ee5 \u0111\u1ec3 tr\u1ef1c quan h\u00f3a v\u00e0 g\u1ee1 l\u1ed7i c\u00e1c \u0111\u01b0\u1eddng d\u1eabn th\u1ef1c thi t\u00e1c nh\u00e2n.<\/td>\n<\/tr>\n<tr>\n<td>Quality and Cost Guard<\/td>\n<td>Gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 chi ph\u00ed li\u00ean quan \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh.<\/td>\n<\/tr>\n<tr>\n<td>C\u00e1c c\u00f4ng c\u1ee5 n\u00e0y cung c\u1ea5p cho c\u00e1c c\u00f4ng ty m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 \u0111\u1ec3 qu\u1ea3n l\u00fd r\u1ee7i ro li\u00ean quan \u0111\u1ebfn vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c t\u00e1c nh\u00e2n AI. Inklement Stenac c\u0169ng nh\u1eafc l\u1ea1i r\u1eb1ng h\u1ec7 sinh th\u00e1i n\u00e0y h\u01b0\u1edbng \u0111\u1ebfn m\u1ee5c ti\u00eau v\u1eeba an to\u00e0n v\u1eeba t\u01b0\u01a1ng th\u00edch v\u1edbi c\u00e1c gi\u00e1 tr\u1ecb \u0111\u1ea1o \u0111\u1ee9c m\u00e0 m\u1ecdi t\u1ed5 ch\u1ee9c ph\u1ea3i th\u00fac \u0111\u1ea9y.<\/td>\n<td>V\u00ed d\u1ee5 \u0111\u1ea7y c\u1ea3m h\u1ee9ng v\u1ec1 Roche Group<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n<p class=\"wp-block-paragraph\">M\u1ed9t \u1ee9ng d\u1ee5ng \u0111\u00e1ng ch\u00fa \u00fd c\u1ee7a c\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y l\u00e0 Roche Group, m\u1ed9t c\u00f4ng ty d\u1eabn \u0111\u1ea7u trong l\u0129nh v\u1ef1c d\u01b0\u1ee3c ph\u1ea9m. Khi c\u00f4ng ty ph\u1ea3i ph\u00e2n t\u00edch kho\u1ea3ng 40.000 h\u1ed3 s\u01a1 b\u1eb1ng s\u00e1ng ch\u1ebf, h\u1ecd \u0111\u00e3 ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t th\u00e1ch th\u1ee9c to l\u1edbn. Quy tr\u00ecnh t\u1ed1n nhi\u1ec1u c\u00f4ng s\u1ee9c n\u00e0y \u0111\u00f2i h\u1ecfi s\u1ef1 can thi\u1ec7p c\u1ee7a m\u1ed9t s\u1ed1 lu\u1eadt s\u01b0 \u0111\u1ec3 ph\u00e2n lo\u1ea1i v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u n\u00e0y. B\u1eb1ng c\u00e1ch tri\u1ec3n khai c\u00e1c t\u00e1c nh\u00e2n AI th\u00f4ng qua Dataiku, Roche \u0111\u00e3 bi\u1ebfn nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p n\u00e0y th\u00e0nh m\u1ed9t quy tr\u00ecnh nhanh nh\u1eb9n. Ch\u1ec9 c\u1ea7n \u0111\u1eb7t c\u00e2u h\u1ecfi b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean l\u00e0 \u0111\u1ee7 \u0111\u1ec3 t\u1ed5ng h\u1ee3p v\u00e0 ph\u00e2n t\u00edch lu\u1eadt l\u1ec7 c\u00f3 li\u00ean quan.<\/p>\n\n<h2 class=\"wp-block-heading\">S\u00e1ng ki\u1ebfn \u200b\u200bn\u00e0y \u0111\u00e3 t\u1ea1o ra kho\u1ea3n ti\u1ebft ki\u1ec7m \u0111\u00e1ng k\u1ec3 \u01b0\u1edbc t\u00ednh t\u1eeb 100.000 \u0111\u1ebfn 250.000 \u0111\u00f4 la m\u1ed7i n\u0103m cho chi ph\u00ed lao \u0111\u1ed9ng. Con s\u1ed1 \u1ea5n t\u01b0\u1ee3ng n\u00e0y nh\u1ea5n m\u1ea1nh t\u1ea7m quan tr\u1ecdng c\u1ee7a hi\u1ec7u qu\u1ea3 m\u00e0 AI mang l\u1ea1i cho th\u1ebf gi\u1edbi hi\u1ec7n \u0111\u1ea1i. Nh\u01b0ng ngo\u00e0i kho\u1ea3n ti\u1ebft ki\u1ec7m, nh\u01b0 Jed Doherty, Ph\u00f3 ch\u1ee7 t\u1ecbch Chi\u1ebfn l\u01b0\u1ee3c n\u1ec1n t\u1ea3ng t\u1ea1i Dataiku \u0111\u00e3 l\u01b0u \u00fd, s\u00e1ng ki\u1ebfn \u200b\u200bn\u00e0y c\u00f2n li\u00ean quan \u0111\u1ebfn vi\u1ec7c tri\u1ec3n khai c\u00e1c c\u01a1 ch\u1ebf ki\u1ec3m so\u00e1t ch\u1eb7t ch\u1ebd. Kh\u1ea3 n\u0103ng c\u00e2n b\u1eb1ng gi\u1eefa \u0111\u1ed5i m\u1edbi v\u00e0 qu\u1ea3n l\u00fd n\u00e0y ch\u00ednh l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh th\u00e0nh c\u00f4ng c\u1ee7a doanh nghi\u1ec7p v\u00e0o n\u0103m 2025.<\/h2>\n\n<p class=\"wp-block-paragraph\">M\u00f4i tr\u01b0\u1eddng c\u1ed9ng t\u00e1c v\u00e0 c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn<\/p>\n\n<p class=\"wp-block-paragraph\">Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 h\u00f3a v\u00e0 nhu c\u1ea7u v\u1ec1 c\u00e1c c\u01a1 quan AI \u0111\u00f2i h\u1ecfi c\u00e1c n\u1ec1n t\u1ea3ng th\u00fac \u0111\u1ea9y s\u1ef1 c\u1ed9ng t\u00e1c. C\u00e1c c\u00f4ng ty kh\u00f4ng ch\u1ec9 ph\u1ea3i tri\u1ec3n khai c\u00f4ng ngh\u1ec7 m\u00e0 c\u00f2n ph\u1ea3i t\u00edch h\u1ee3p ch\u00fang v\u00e0o quy tr\u00ecnh c\u1ee7a m\u00ecnh theo c\u00e1ch th\u00fac \u0111\u1ea9y v\u0103n h\u00f3a c\u1ed9ng t\u00e1c. Nh\u1eefng l\u1ee3i \u00edch c\u1ee7a m\u1ed9t m\u00f4i tr\u01b0\u1eddng nh\u01b0 v\u1eady bao g\u1ed3m:<\/p>\n\n<h3 class=\"wp-block-heading\">C\u1ea3i ti\u1ebfn quy tr\u00ecnh:<\/h3>\n\n<p class=\"wp-block-paragraph\">T\u00edch h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 AI gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c. Kh\u1ea3 n\u0103ng truy c\u1eadp:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>C\u00e1c t\u00e1c nh\u00e2n AI gi\u00fap d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n v\u1edbi nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng h\u01a1n.<\/strong> \u0110\u1ed5i m\u1edbi li\u00ean t\u1ee5c:<\/li><li><strong>M\u1ed9t khu\u00f4n kh\u1ed5 c\u1ed9ng t\u00e1c khuy\u1ebfn kh\u00edch s\u1ef1 ph\u00e1t tri\u1ec3n li\u00ean t\u1ee5c c\u1ee7a c\u00e1c ho\u1ea1t \u0111\u1ed9ng v\u00e0 ki\u1ebfn \u200b\u200bth\u1ee9c.<\/strong> D\u1ec5 d\u00e0ng \u00e1p d\u1ee5ng:<\/li><li><strong>Nh\u00e2n vi\u00ean d\u1ec5 d\u00e0ng th\u00edch nghi h\u01a1n v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan v\u00e0 tr\u1ef1c quan.<\/strong> \u0110i\u1ec1u b\u1eaft bu\u1ed9c l\u00e0 c\u00e1c c\u00f4ng ty ph\u1ea3i h\u1ee3p t\u00e1c hi\u1ec7u qu\u1ea3 trong khi th\u00edch \u1ee9ng v\u1edbi c\u00e1c y\u00eau c\u1ea7u tu\u00e2n th\u1ee7 ng\u00e0y c\u00e0ng t\u0103ng. Con \u0111\u01b0\u1eddng d\u1eabn \u0111\u1ebfn s\u1ef1 t\u00edch h\u1ee3p th\u00e0nh c\u00f4ng \u0111\u00f2i h\u1ecfi ph\u1ea3i h\u1ecdc t\u1eadp t\u1eadp th\u1ec3, ti\u1ebfp th\u00eam n\u0103ng l\u01b0\u1ee3ng cho nh\u00f3m v\u00e0 thi\u1ebft l\u1eadp c\u01a1 ch\u1ebf qu\u1ea3n tr\u1ecb m\u1ea1nh m\u1ebd.<\/li><li><strong>Vai tr\u00f2 c\u1ee7a nh\u1eefng c\u00f4ng ty AI l\u1edbn trong b\u1ed1i c\u1ea3nh n\u00e0y:<\/strong> C\u00e1c c\u00f4ng ty nh\u01b0<\/li><\/ul>\n\n<p class=\"wp-block-paragraph\">IBM<\/p>\n\n<h2 class=\"wp-block-heading\">,<\/h2>\n\n<p class=\"wp-block-paragraph\">Microsoft <strong>,<\/strong>SAS <strong>,<\/strong>Tableau <strong>,<\/strong>Google Cloud <strong>,<\/strong>AWS <strong>,<\/strong>TIBCO <strong>,<\/strong>Alteryx <strong>v\u00e0<\/strong>Qlik <strong>\u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong c\u00e1ch c\u00e1c t\u1ed5 ch\u1ee9c \u00e1p d\u1ee5ng AI. M\u1ed7i c\u00f4ng ty trong s\u1ed1 n\u00e0y cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p \u0111a d\u1ea1ng, trong khi c\u1ea1nh tranh, b\u1ed5 sung cho nhau trong c\u00e1ch ti\u1ebfp c\u1eadn qu\u1ea3n l\u00fd v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u c\u1ee7a h\u1ecd.<\/strong> S\u1ef1 h\u1ed9i t\u1ee5 c\u1ee7a c\u00f4ng ngh\u1ec7 v\u00e0 qu\u1ea3n tr\u1ecb <strong>\u0110\u1ec3 AI \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng an to\u00e0n, c\u1ea7n ph\u1ea3i thi\u1ebft l\u1eadp m\u1ed9t h\u1ec7 sinh th\u00e1i trong \u0111\u00f3 c\u00e1c b\u00ean li\u00ean quan kh\u00e1c nhau h\u1ee3p t\u00e1c. V\u00ed d\u1ee5, Dataiku v\u00e0 IBM g\u1ea7n \u0111\u00e2y \u0111\u00e3 c\u00f4ng b\u1ed1 m\u1ed9t s\u00e1ng ki\u1ebfn \u200b\u200bchung nh\u1eb1m t\u0103ng t\u00ednh minh b\u1ea1ch trong vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh AI. Quan h\u1ec7 \u0111\u1ed1i t\u00e1c n\u00e0y nh\u1ea5n m\u1ea1nh nhu c\u1ea7u v\u1ec1 m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn t\u1eadp th\u1ec3 \u0111\u1ed1i v\u1edbi c\u00e1c th\u00e1ch th\u1ee9c v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c v\u00e0 ph\u01b0\u01a1ng ph\u00e1p lu\u1eadn.<\/strong> C\u00e1c doanh nghi\u1ec7p ph\u1ea3i nh\u1edb r\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 c\u00f4ng ngh\u1ec7, m\u1eb7c d\u00f9 quan tr\u1ecdng, nh\u01b0ng kh\u00f4ng th\u1ec3 thay th\u1ebf \u0111\u01b0\u1ee3c \u00fd th\u1ee9c chung v\u00e0 tr\u00e1ch nhi\u1ec7m. C\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i duy tr\u00ec nh\u1eadn th\u1ee9c quan tr\u1ecdng v\u1ec1 AI \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a l\u1ee3i \u00edch c\u1ee7a n\u00f3 trong khi v\u1eabn duy tr\u00ec t\u00ednh b\u1ea3o m\u1eadt v\u00e0 \u0111\u1ea1o \u0111\u1ee9c. Doanh nghi\u1ec7p<\/p>\n\n<h3 class=\"wp-block-heading\">Gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c cung c\u1ea5p<\/h3>\n\n<p class=\"wp-block-paragraph\">T\u1eadp trung v\u00e0o<\/p>\n\n<p class=\"wp-block-paragraph\">IBM<\/p>\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Watson, AI API<\/th>\n<th>Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/th>\n<th>Microsoft<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Azure AI<\/td>\n<td>C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y<\/td>\n<td>SAS<\/td>\n<\/tr>\n<tr>\n<td>Gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch<\/td>\n<td>Khoa h\u1ecdc d\u1eef li\u1ec7u<\/td>\n<td>Tableau<\/td>\n<\/tr>\n<tr>\n<td>H\u00ecnh \u1ea3nh h\u00f3a d\u1eef li\u1ec7u<\/td>\n<td>Ph\u00e2n t\u00edch<\/td>\n<td>Google Cloud<\/td>\n<\/tr>\n<tr>\n<td>X\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai AI<\/td>\n<td>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/td>\n<td>AWS<\/td>\n<\/tr>\n<tr>\n<td>D\u1ecbch v\u1ee5 h\u1ecdc m\u00e1y<\/td>\n<td>T\u00ednh linh ho\u1ea1t<\/td>\n<td>TIBCO<\/td>\n<\/tr>\n<tr>\n<td>K\u1ebft n\u1ed1i d\u1eef li\u1ec7u<\/td>\n<td>T\u00edch h\u1ee3p<\/td>\n<td>Alteryx<\/td>\n<\/tr>\n<tr>\n<td>T\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e2n t\u00edch<\/td>\n<td>Hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng<\/td>\n<td>Qlik<\/td>\n<\/tr>\n<tr>\n<td>Tr\u00ed tu\u1ec7 kinh doanh<\/td>\n<td>Kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u<\/td>\n<td>Ti\u1ebft l\u1ed9 t\u01b0\u01a1ng lai c\u1ee7a AI<\/td>\n<\/tr>\n<tr>\n<td>Khi AI ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng, \u0111i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i c\u00f3 c\u00e1ch ti\u1ebfp c\u1eadn ch\u1ee7 \u0111\u1ed9ng \u0111\u1ed1i v\u1edbi qu\u1ea3n tr\u1ecb. C\u00e1c c\u00f4ng ty h\u00e0ng \u0111\u1ea7u trong ng\u00e0nh, ch\u1eb3ng h\u1ea1n nh\u01b0 Dataiku, l\u00e0 h\u00ecnh m\u1eabu cho vi\u1ec7c tri\u1ec3n khai c\u00e1c c\u00f4ng c\u1ee5 c\u00e2n b\u1eb1ng gi\u1eefa \u0111\u1ed5i m\u1edbi v\u00e0 ki\u1ec3m so\u00e1t.<\/td>\n<td>Khi ch\u00fang ta ti\u1ebfn v\u1ec1 ph\u00eda tr\u01b0\u1edbc trong k\u1ef7 nguy\u00ean AI m\u1edbi n\u00e0y, c\u00e1c t\u1ed5 ch\u1ee9c gi\u1ecfi nh\u1ea5t trong vi\u1ec7c c\u00e2n b\u1eb1ng gi\u1eefa t\u00ednh s\u00e1ng t\u1ea1o v\u00e0 kh\u1ea3 n\u0103ng truy xu\u1ea5t ngu\u1ed3n g\u1ed1c s\u1ebd l\u00e0 nh\u1eefng t\u1ed5 ch\u1ee9c g\u1eb7t h\u00e1i \u0111\u01b0\u1ee3c nhi\u1ec1u l\u1ee3i \u00edch nh\u1ea5t t\u1eeb \u200b\u200bcu\u1ed9c c\u00e1ch m\u1ea1ng c\u00f4ng ngh\u1ec7 n\u00e0y. H\u00e3y theo d\u00f5i nh\u1eefng thay \u0111\u1ed5i v\u00e0 chu\u1ea9n b\u1ecb \u0111\u00f3n nh\u1eadn k\u1ef7 nguy\u00ean c\u1ee7a c\u00e1c t\u00e1c nh\u00e2n AI n\u00e0y v\u1edbi m\u1ed9t khu\u00f4n kh\u1ed5 m\u1ea1nh m\u1ebd gi\u00fap duy tr\u00ec t\u00ednh to\u00e0n v\u1eb9n c\u1ee7a ho\u1ea1t \u0111\u1ed9ng kinh doanh.<\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n<h3 class=\"wp-block-heading\"><\/h3>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Khi ch\u00fang ta b\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean m\u00e0 c\u00f4ng ngh\u1ec7 v\u00e0 \u0111\u1ed5i m\u1edbi \u0111ang nhanh ch\u00f3ng \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a doanh nghi\u1ec7p, nhi\u1ec7m v\u1ee5 c\u00e2n b\u1eb1ng gi\u1eefa ki\u1ec3m so\u00e1t v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o tr\u1edf n\u00ean quan tr\u1ecdng. d\u1eef li\u1ec7u, m\u1ed9t c\u00f4ng ty l\u1edbn trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u, minh h\u1ecda ho\u00e0n [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":46063,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[77],"tags":[43476,79979,79982,284],"class_list":["post-46093","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-classe-vi","tag-dieu-khien-vi","tag-khoa-hoc-du-lieu-vi","tag-su-hoa-hop-vi","tag-tri-tue-nhan-tao-vi"],"_links":{"self":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/46093","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/comments?post=46093"}],"version-history":[{"count":1,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/46093\/revisions"}],"predecessor-version":[{"id":46094,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/46093\/revisions\/46094"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media\/46063"}],"wp:attachment":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media?parent=46093"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/categories?post=46093"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/tags?post=46093"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}