{"id":7074,"date":"2020-10-15T05:36:48","date_gmt":"2020-10-15T05:36:48","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=7074"},"modified":"2020-10-15T06:43:49","modified_gmt":"2020-10-15T06:43:49","slug":"3-ung-dung-moi-cua-ai-trong-viec-quan-ly-du-lieu-doanh-nghiep","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/3-ung-dung-moi-cua-ai-trong-viec-quan-ly-du-lieu-doanh-nghiep-p7074\/","title":{"rendered":"3 \u1ee9ng d\u1ee5ng m\u1edbi c\u1ee7a AI trong vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u doanh nghi\u1ec7p"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>C\u00f3 r\u1ea5t nhi\u1ec1u c\u00e1ch AI c\u00f3 th\u1ec3 t\u0103ng c\u01b0\u1eddng h\u1ed7 tr\u1ee3 c\u00e1c chuy\u00ean gia d\u1eef li\u1ec7u trong su\u1ed1t quy tr\u00ecnh thao t\u00e1c d\u1eef li\u1ec7u, t\u1eeb vi\u1ec7c s\u00e0ng l\u1ecdc th\u00f4ng qua c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 t\u00ecm c\u00e1c tr\u00f9ng l\u1eb7p, cho \u0111\u1ebfn vi\u1ec7c gi\u1ea3m b\u1edbt qu\u00e1 tr\u00ecnh chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u.<\/p>\n<p>Khoa h\u1ecdc vi\u1ec5n t\u01b0\u1edfng t\u1eeb l\u00e2u \u0111\u00e3 \u0111o\u00e1n tr\u01b0\u1edbc ng\u00e0y <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o<\/a> s\u1ebd \u0111\u01b0\u1ee3c t\u1ea1o ra, th\u01b0\u1eddng l\u00e0 v\u1edbi c\u00e1c k\u1ebft c\u1ee5c ti\u00eau c\u1ef1c.\u00a0Th\u1ef1c t\u1ebf \u0111\u00e3 ch\u1ee9ng minh cho \u0111\u1ebfn nay v\u1eabn cho th\u1ea5y c\u00f2n nhi\u1ec1u \u0111i\u1ec1u vi\u1ec5n v\u00f4ng, v\u1edbi nh\u1eefng h\u1ee9a h\u1eb9n ban \u0111\u1ea7u v\u1ec1 c\u00e1c &#8220;h\u1ec7 th\u1ed1ng chuy\u00ean gia&#8221; c\u00f3 th\u1ec3 thay th\u1ebf t\u1ea5t c\u1ea3 c\u00e1c &#8220;chuy\u00ean gia con ng\u01b0\u1eddi&#8221; b\u1eb1ng x\u01b0\u01a1ng b\u1eb1ng th\u1ecbt, h\u00f3a ra v\u1eabn ch\u01b0a hi\u1ec7n th\u1ef1c.<\/p>\n<p>Tuy nhi\u00ean, \u0111\u00e3 c\u00f3 nhi\u1ec1u\u00a0ti\u1ebfn b\u1ed9 v\u1ec1 AI\u00a0trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, \u0111em \u0111\u1ebfn nh\u1eefng hy v\u1ecdng v\u1ec1 kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng n\u00f3 trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 y h\u1ecdc, ph\u00e1t hi\u1ec7n gian l\u1eadn v\u00e0 th\u1eadm ch\u00ed t\u1ef1 \u0111\u1ed9ng sinh c\u00e1c d\u00f2ng ti\u00eau \u0111\u1ec1 ti\u1ebfp th\u1ecb qua email &#8211; m\u1ed9t \u1ee9ng d\u1ee5ng m\u00e0 eBay \u0111\u00e3 s\u1eed d\u1ee5ng.\u00a0L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 th\u1ebf gi\u1edbi AI m\u1edbi n\u00e0y \u00e1p d\u1ee5ng v\u00e0o qu\u1ea3n l\u00fd d\u1eef li\u1ec7u?<\/p>\n<p>C\u00f3 r\u1ea5t nhi\u1ec1u \u1ee9ng d\u1ee5ng cho AI trong qu\u1ea3n l\u00fd d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ee3p l\u00fd h\u00f3a to\u00e0n b\u1ed9 quy tr\u00ecnh.\u00a0D\u01b0\u1edbi \u0111\u00e2y l\u00e0 ba \u1ee9ng d\u1ee5ng ch\u00ednh cho c\u00e1c c\u00f4ng ngh\u1ec7 \u0111ang ph\u00e1t tri\u1ec3n.<\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<h3>AI trong qu\u1ea3n l\u00fd d\u1eef li\u1ec7u t\u1ed5ng th\u1ec3<\/h3>\n<p>M\u1ed9t v\u00ed d\u1ee5 r\u00f5 r\u00e0ng v\u1ec1 AI trong qu\u1ea3n l\u00fd d\u1eef li\u1ec7u l\u00e0 \u0111\u1ed1i chi\u1ebfu d\u1eef li\u1ec7u, \u0111\u00e2y l\u00e0 y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i c\u1ee7a ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u t\u1ed5ng th\u1ec3.<\/p>\n<p>\u0110i\u1ec1u kh\u00e1 ph\u1ed5 bi\u1ebfn l\u00e0 t\u00ecm th\u1ea5y s\u1ef1 tr\u00f9ng l\u1eb7p 20% &#8211; 30% trong c\u00e1c file t\u00e0i li\u1ec7u g\u1ed1c (master) v\u00e0 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00e1c \u0111\u01b0\u1ee3c xem l\u00e0 b\u1ea3n g\u1ed1c.\u00a0Trong c\u00e1c c\u00f4ng ty l\u1edbn, d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng ch\u00ednh nh\u01b0 kh\u00e1ch h\u00e0ng ho\u1eb7c s\u1ea3n ph\u1ea9m th\u01b0\u1eddng b\u1ecb\u00a0tr\u00f9ng l\u1eb7p tr\u00ean nhi\u1ec1u h\u1ec7 th\u1ed1ng.\u00a0C\u00e1c phi\u00ean b\u1ea3n kh\u00e1c nhau c\u1ee7a b\u1ea3n ghi \u0111\u1ecba ch\u1ec9 v\u00e0 t\u00ean kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7, l\u1ed7i th\u1eddi ho\u1eb7c sai l\u1ec7ch.\u00a0V\u00e0 nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 nh\u1eadp d\u1eef li\u1ec7u v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng ti\u1ebfp th\u1ecb v\u00e0 b\u00e1n h\u00e0ng kh\u00e1c nhau m\u00e0 kh\u00f4ng nh\u1eadn ra r\u1eb1ng h\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng \u0111\u00e3 t\u1ed3n t\u1ea1i.<\/p>\n<p>Vi\u1ec7c lo\u1ea1i b\u1ecf c\u00e1c b\u1ea3n tr\u00f9ng l\u1eb7p \u0111\u00e3 d\u1eabn \u0111\u1ebfn nhi\u1ec1u c\u00f4ng c\u1ee5 kh\u00e1c nhau \u00e1p d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c l\u1ed7i ch\u00ednh t\u1ea3 ph\u1ed5 bi\u1ebfn, x\u00e1c minh m\u00e3 b\u01b0u \u0111i\u1ec7n v\u00e0 nh\u1eadn ra r\u1eb1ng Robert v\u00e0 Bob c\u00f3 th\u1ec3 l\u00e0 c\u00f9ng m\u1ed9t ng\u01b0\u1eddi.\u00a0Tuy nhi\u00ean, ch\u1ec9 m\u1ed9t t\u1ef7 l\u1ec7 nh\u1ea5t \u0111\u1ecbnh c\u00e1c b\u1ea3n ghi l\u00e0 b\u1ea3n sao r\u00f5 r\u00e0ng v\u00e0 m\u1ed9t ph\u1ea7n l\u1edbn c\u00e1c b\u1ea3n ghi c\u00f3 kh\u1ea3 n\u0103ng tr\u00f9ng l\u1eb7p c\u1ea7n \u0111\u01b0\u1ee3c chuy\u00ean gia (l\u00e0 con ng\u01b0\u1eddi) xem x\u00e9t.<\/p>\n<p>M\u1ed9t h\u1ec7 th\u1ed1ng chuy\u00ean gia b\u1eb1ng m\u00e1y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u1eb1ng c\u00e1ch xem x\u00e9t c\u00e1ch m\u1ed9t chuy\u00ean gia con ng\u01b0\u1eddi xem x\u00e9t h\u00e0ng tr\u0103m h\u1ed3 s\u01a1 nh\u01b0 v\u1eady v\u00e0 \u0111\u01b0a ra c\u00e1c quy t\u1eafc cho ph\u00e9p ph\u1ea7n m\u1ec1m ng\u00e0y c\u00e0ng ho\u00e0n thi\u1ec7n h\u01a1n trong vi\u1ec7c b\u1eaft ch\u01b0\u1edbc h\u00e0nh vi c\u1ee7a chuy\u00ean gia con ng\u01b0\u1eddi.\u00a0B\u1eb1ng c\u00e1ch n\u00e0y, ph\u1ea7n m\u1ec1m c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng kh\u1edbp c\u00e1c b\u1ea3n ghi m\u1ed9t c\u00e1ch \u0111\u00e1ng tin c\u1eady \u1edf m\u1ed9t t\u1ef7 l\u1ec7 s\u1ed1 tr\u01b0\u1eddng h\u1ee3p cao h\u01a1n nhi\u1ec1u.<\/p>\n<h3>AI trong c\u00e1c catalog d\u1eef li\u1ec7u<\/h3>\n<p>M\u1ed9t l\u0129nh v\u1ef1c kh\u00e1c m\u00e0\u00a0AI h\u1ee9a h\u1eb9n l\u00e0 trong c\u00e1c catalog (danh m\u1ee5c) d\u1eef li\u1ec7u\u00a0ho\u1eb7c c\u00e1c kho d\u1eef li\u1ec7u metadata, v\u1ed1n t\u1eeb l\u00e2u \u0111\u00e3 b\u1ecb l\u1ed7i th\u1eddi do b\u1ed1i c\u1ea3nh c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng trong doanh nghi\u1ec7p thay \u0111\u1ed5i.<\/p>\n<p>Vi\u1ec7c g\u1eafn th\u1ebb c\u00e1c t\u1eeb kh\u00f3a kinh doanh th\u00f4ng qua h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 ch\u1ee7 \u0111\u1ed9ng h\u1ecdc h\u1ecfi t\u1eeb th\u00f4ng tin nh\u1eadp c\u1ee7a ng\u01b0\u1eddi d\u00f9ng chuy\u00ean nghi\u1ec7p v\u00e0 \u0111\u1ec1 xu\u1ea5t t\u1eeb kh\u00f3a d\u1ef1a tr\u00ean c\u00e1c h\u00e0nh \u0111\u1ed9ng tr\u01b0\u1edbc \u0111\u00f3 c\u1ee7a con ng\u01b0\u1eddi.\u00a0H\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 nh\u1eadn ra s\u1ef1 gi\u1ed1ng nhau gi\u1eefa c\u00e1c m\u1ee5c trong danh m\u1ee5c d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra \u0111\u1ec1 xu\u1ea5t v\u1ec1 c\u00e1c \u0111i\u1ec1u kho\u1ea3n kinh doanh s\u1ebd \u0111\u01b0\u1ee3c g\u00e1n.<\/p>\n<h3>AI trong c\u00f4ng t\u00e1c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u (data preparation)<\/h3>\n<p>M\u1ed9t l\u0129nh v\u1ef1c kh\u00e1c m\u00e0 AI trong qu\u1ea3n l\u00fd d\u1eef li\u1ec7u c\u00f3 \u00edch l\u1ee3i l\u00e0 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, qu\u00e1 tr\u00ecnh l\u1ea5y d\u1eef li\u1ec7u th\u00f4 v\u00e0 chu\u1ea9n b\u1ecb cho qu\u00e1 tr\u00ecnh x\u1eed l\u00fd, ph\u00e2n t\u00edch ti\u1ebfp theo.<\/p>\n<p>Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u l\u00e0 m\u1ed9t th\u1ef1c h\u00e0nh c\u1ea7n thi\u1ebft khi b\u1ea1n x\u00e1c \u0111\u1ecbnh c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh, c\u00f3 th\u1ec3 tr\u00f9ng l\u1eb7p;\u00a0t\u00ecm ra n\u01a1i d\u1eef li\u1ec7u \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng v\u00e0 li\u1ec7u n\u00f3 c\u00f3 \u0111\u00e1ng tin c\u1eady hay kh\u00f4ng;\u00a0quy\u1ebft \u0111\u1ecbnh xem n\u00f3 c\u00f3 c\u1ea7n \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00e1c hay kh\u00f4ng;\u00a0v\u00e0 c\u00f3 th\u1ec3 l\u00e0m phong ph\u00fa n\u00f3 v\u1edbi c\u00e1c thu\u1ed9c t\u00ednh b\u1ed5 sung.<\/p>\n<p>C\u00e1c c\u00f4ng c\u1ee5 AI r\u1ea5t th\u00edch h\u1ee3p \u0111\u1ec3 ph\u00e2n t\u00edch m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u v\u00e0 \u00e1p d\u1ee5ng c\u00e1c quy t\u1eafc s\u1ed1ng s\u00f3t \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh\u00a0ngu\u1ed3n n\u00e0o \u0111\u00e1ng tin c\u1eady nh\u1ea5t\u00a0.\u00a0V\u00ed d\u1ee5, c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh AI c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh r\u1eb1ng m\u1ed9t \u0111\u1ecba ch\u1ec9 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt v\u00e0o th\u00e1ng tr\u01b0\u1edbc c\u00f3 th\u1ec3 \u0111\u00e1ng tin c\u1eady h\u01a1n \u0111\u1ecba ch\u1ec9 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt 10 n\u0103m tr\u01b0\u1edbc.<\/p>\n<p>C\u0169ng gi\u1ed1ng nh\u01b0 \u0111\u1ed1i chi\u1ebfu d\u1eef li\u1ec7u, trong nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p, m\u1ecdi th\u1ee9 kh\u00f4ng r\u00f5 r\u00e0ng v\u00e0 \u0111\u00f2i h\u1ecfi s\u1ef1 \u0111\u00e1nh gi\u00e1 c\u1ee7a con ng\u01b0\u1eddi.\u00a0B\u1eb1ng c\u00e1ch theo d\u00f5i h\u00e0nh \u0111\u1ed9ng c\u1ee7a c\u00e1c chuy\u00ean gia trong l\u0129nh v\u1ef1c, m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh AI c\u00f3 th\u1ec3 d\u1ea7n d\u1ea7n h\u1ecdc c\u00e1ch b\u1eaft ch\u01b0\u1edbc ph\u00e1n \u0111o\u00e1n c\u1ee7a m\u1ed9t chuy\u00ean gia.<\/p>\n<h3>Nh\u1eefng th\u00e1ch th\u1ee9c v\u1edbi AI trong qu\u1ea3n l\u00fd d\u1eef li\u1ec7u<\/h3>\n<p>M\u1eb7c d\u00f9 c\u00f3 r\u1ea5t nhi\u1ec1u l\u1ee3i \u00edch \u0111\u1ed1i v\u1edbi vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u d\u1ef1a tr\u00ean AI, nh\u01b0ng c\u00f4ng ngh\u1ec7 n\u00e0y v\u1eabn \u0111ang ph\u00e1t tri\u1ec3n v\u00e0 \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh l\u00e0 \u0111\u1ea7y th\u00e1ch th\u1ee9c trong m\u1ed9t s\u1ed1 m\u00f4i tr\u01b0\u1eddng.\u00a0Nhi\u1ec1u m\u00f4 h\u00ecnh AI l\u00e0 chi\u1ebfc h\u1ed9p \u0111en, t\u1ee9c l\u00e0 ch\u00fang ph\u1ea3i v\u1eadt l\u1ed9n \u0111\u1ec3 gi\u1ea3i th\u00edch l\u00fd do c\u1ee7a m\u00ecnh theo c\u00e1ch m\u00e0 con ng\u01b0\u1eddi c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c.\u00a0\u0110i\u1ec1u n\u00e0y khi\u1ebfn ni\u1ec1m tin tr\u1edf th\u00e0nh m\u1ed9t v\u1ea5n \u0111\u1ec1, \u0111\u1eb7c bi\u1ec7t l\u00e0 khi c\u00f3 nh\u1eefng v\u00ed d\u1ee5 \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 r\u1ed9ng r\u00e3i trong \u0111\u00f3 AI kh\u00f4ng mang l\u1ea1i hi\u1ec7u qu\u1ea3 nh\u01b0 mong \u0111\u1ee3i.<\/p>\n<p>N\u0103m 2013, IBM h\u1ee3p t\u00e1c v\u1edbi Trung t\u00e2m Ung th\u01b0 MD Anderson c\u1ee7a \u0110\u1ea1i h\u1ecdc Texas \u0111\u1ec3 s\u1eed d\u1ee5ng IBM Watson \u0111\u1ec3 r\u00e0 so\u00e1t d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n v\u00e0 nghi\u00ean c\u1ee9u nh\u1eb1m ph\u00e1t hi\u1ec7n ra c\u00e1c h\u00ecnh m\u1eabu c\u00f3 th\u1ec3 gi\u00fap b\u00e1c s\u0129 ch\u1ed1ng l\u1ea1i b\u1ec7nh ung th\u01b0.\u00a0M\u1ed9t m\u1ee5c ti\u00eau \u0111\u00e1ng ng\u01b0\u1ee1ng m\u1ed9, nh\u01b0ng sau n\u0103m n\u0103m xem x\u00e9t l\u1ea1i h\u1ec7 th\u1ed1ng \u0111\u00e3 t\u00ecm th\u1ea5y &#8220;nhi\u1ec1u v\u00ed d\u1ee5 v\u1ec1 c\u00e1c khuy\u1ebfn ngh\u1ecb \u0111i\u1ec1u tr\u1ecb kh\u00f4ng an to\u00e0n v\u00e0 kh\u00f4ng ch\u00ednh x\u00e1c&#8221;, theo\u00a0c\u00e1c chuy\u00ean gia y t\u1ebf\u00a0c\u1ee7a d\u1ef1 \u00e1n.<\/p>\n<p>M\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t n\u0103m 2018 v\u1edbi 200 CIO c\u1ee7a Databricks \u0111\u00e3 t\u00ecm th\u1ea5y m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c l\u1edbn trong vi\u1ec7c tri\u1ec3n khai c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh AI.\u00a098% ng\u01b0\u1eddi tr\u1ea3 l\u1eddi kh\u1ea3o s\u00e1t m\u00f4 t\u1ea3 vi\u1ec7c chu\u1ea9n b\u1ecb c\u00e1c data set l\u1edbn l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c, 96% cho bi\u1ebft \u0111i\u1ec1u t\u01b0\u01a1ng t\u1ef1 \u0111\u1ed1i v\u1edbi vi\u1ec7c kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u v\u00e0 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh l\u1eb7p l\u1ea1i v\u00e0 90% nh\u1eadn th\u1ea5y vi\u1ec7c tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI v\u00e0o th\u1ef1c t\u1ebf l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c.<\/p>\n<p>Tuy nhi\u00ean, trong c\u00e1c l\u0129nh v\u1ef1c \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng nh\u01b0 \u0111\u1ed1i chi\u1ebfu d\u1eef li\u1ec7u v\u00e0 danh m\u1ee5c d\u1eef li\u1ec7u, r\u00f5 r\u00e0ng c\u00f3 ti\u1ec1m n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 m\u00e0 con ng\u01b0\u1eddi l\u00e2u nay c\u1ea3m th\u1ea5y c\u1ef1c k\u1ef3 t\u1ebb nh\u1ea1t.\u00a0Trong nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p, \u1ee9ng d\u1ee5ng h\u1ee3p l\u00fd c\u1ee7a AI trong qu\u1ea3n l\u00fd d\u1eef li\u1ec7u &#8211; m\u00e0 kh\u00f4ng c\u01b0\u1eddng \u0111i\u1ec7u kh\u1ea3 n\u0103ng c\u1ee7a ch\u00fang &#8211; c\u00f3 th\u1ec3 mang l\u1ea1i l\u1ee3i \u00edch th\u1ef1c s\u1ef1 cho doanh nghi\u1ec7p.<\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22728\">Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u00e0ng tr\u0103m t\u1ef7 tham s\u1ed1 ngay t\u1ea1i b\u00e0n v\u1edbi MSI EdgeXpert<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22612\">NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22376\">OpenAI l\u1ea7n \u0111\u1ea7u ph\u00e1t h\u00e0nh mi\u1ec5n ph\u00ed m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef m\u1edbi v\u1edbi t\u00ean g\u1ecdi l\u00e0 GPT-OSS<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20284\">H\u01b0\u1edbng d\u1eabn l\u1ef1a ch\u1ecdn GPU ph\u00f9 h\u1ee3p cho AI, Machine Learning<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21466\">5 \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 NVIDIA DGX Spark &#8211; Chi\u1ebfc m\u00e1y t\u00ednh m\u01a1 \u01b0\u1edbc c\u1ee7a c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21557\">SLM v\u00e0 AI t\u1ea1i bi\u00ean: B\u00ecnh minh c\u1ee7a m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi hay ch\u1ec9 l\u00e0 c\u01a1n s\u1ed1t nh\u1ea5t th\u1eddi?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>C&oacute; r&#7845;t nhi&#7873;u c&aacute;ch AI c&oacute; th&#7875; t&#259;ng c&#432;&#7901;ng h&#7895; tr&#7907; c&aacute;c chuy&ecirc;n gia d&#7919; li&#7879;u trong su&#7889;t quy tr&igrave;nh thao t&aacute;c d&#7919; li&#7879;u, t&#7915; vi&#7879;c s&agrave;ng l&#7885;c th&ocirc;ng qua c&aacute;c t&#7853;p d&#7919; li&#7879;u l&#7899;n &#273;&#7875; t&igrave;m c&aacute;c tr&ugrave;ng l&#7863;p, cho &#273;&#7871;n vi&#7879;c gi&#7843;m b&#7899;t qu&aacute; tr&igrave;nh chu&#7849;n b&#7883; d&#7919; li&#7879;u. Khoa h&#7885;c vi&#7877;n t&#432;&#7903;ng&#8230;<\/p>\n","protected":false},"author":2,"featured_media":7204,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,477,463,12],"class_list":["post-7074","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-ai-application","tag-data-management","tag-deep-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>3 \u1ee9ng d\u1ee5ng m\u1edbi c\u1ee7a AI trong vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u doanh nghi\u1ec7p - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/3-ung-dung-moi-cua-ai-trong-viec-quan-ly-du-lieu-doanh-nghiep-p7074\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"3 \u1ee9ng d\u1ee5ng m\u1edbi c\u1ee7a AI trong vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u doanh nghi\u1ec7p - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"C&oacute; r&#7845;t nhi&#7873;u c&aacute;ch AI c&oacute; th&#7875; t&#259;ng c&#432;&#7901;ng h&#7895; tr&#7907; c&aacute;c chuy&ecirc;n gia d&#7919; li&#7879;u trong su&#7889;t quy tr&igrave;nh thao t&aacute;c d&#7919; li&#7879;u, t&#7915; vi&#7879;c s&agrave;ng l&#7885;c th&ocirc;ng qua c&aacute;c t&#7853;p d&#7919; li&#7879;u l&#7899;n &#273;&#7875; t&igrave;m c&aacute;c tr&ugrave;ng l&#7863;p, cho &#273;&#7871;n vi&#7879;c gi&#7843;m b&#7899;t qu&aacute; tr&igrave;nh chu&#7849;n b&#7883; d&#7919; li&#7879;u. 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