{"id":17622,"date":"2023-09-20T09:04:59","date_gmt":"2023-09-20T02:04:59","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=17622"},"modified":"2023-09-21T07:28:35","modified_gmt":"2023-09-21T00:28:35","slug":"so-sanh-su-khac-biet-giua-generative-ai-va-predictive-ai","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/so-sanh-su-khac-biet-giua-generative-ai-va-predictive-ai-p17622\/","title":{"rendered":"So s\u00e1nh s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa Generative AI v\u00e0 Predictive AI"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><em>Generative AI (AI t\u1ea1o sinh) v\u00e0 Predictive AI (AI d\u1ef1 \u0111o\u00e1n) kh\u00e1c nhau v\u1ec1 c\u00e1ch ch\u00fang x\u1eed l\u00fd c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac l\u1eabn phi c\u1ea5u tr\u00fac t\u01b0\u01a1ng \u1ee9ng. C\u00f9ng t\u00ecm hi\u1ec3u nh\u1eefng l\u1ee3i \u00edch v\u00e0 c\u00e1c h\u1ea1n ch\u1ebf c\u1ee7a m\u1ed7i lo\u1ea1i trong c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a ch\u00fang.<\/em><\/p>\n<p>Cho \u0111\u1ebfn g\u1ea7n \u0111\u00e2y, h\u1ea7u h\u1ebft c\u00e1c \u1ee9ng d\u1ee5ng AI \u0111\u1ec1u s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 li\u00ean k\u1ebft d\u1eef li\u1ec7u ho\u1eb7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh.\u00a0M\u1eb7c d\u00f9 nhi\u1ec1u d\u1ea1ng AI t\u1ea1o sinh kh\u00e1c nhau \u0111\u00e3 t\u1ed3n t\u1ea1i trong h\u00e0ng ch\u1ee5c n\u0103m qua, nh\u01b0ng s\u1ef1 quan t\u00e2m \u1ee9ng d\u1ee5ng n\u00f3 v\u1edbi c\u00e1c doanh nghi\u1ec7p l\u00e0 r\u1ea5t th\u1ea5p do n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n c\u00f2n h\u1ea1n ch\u1ebf.<\/p>\n<p>Th\u00e0nh c\u00f4ng g\u1ea7n \u0111\u00e2y c\u1ee7a\u00a0ChatGPT, ch\u1ee9ng minh kh\u1ea3 n\u0103ng t\u1ea1o ra n\u1ed9i dung c\u00f3 s\u1eafc th\u00e1i v\u00e0 li\u1ec1n l\u1ea1c \u1edf quy m\u00f4 l\u1edbn, \u0111\u00e3 n\u00eau b\u1eadt gi\u00e1 tr\u1ecb ti\u1ec1m n\u0103ng c\u1ee7a AI t\u1ea1o sinh \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p l\u1edbn.\u00a0Ch\u00ednh v\u00ec l\u1ebd \u0111\u00f3, c\u00e1c gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh v\u00e0 nh\u00e0 qu\u1ea3n l\u00fd IT doanh nghi\u1ec7p \u0111ang b\u1eaft \u0111\u1ea7u ch\u00fa tr\u1ecdng \u0111\u1ebfn \u1ee9ng d\u1ee5ng c\u1ee7a AI t\u1ea1o sinh v\u00e0 AI d\u1ef1 \u0111o\u00e1n.<\/p>\n<p>AI t\u1ea1o sinh\u00a0t\u1ea1o ra n\u1ed9i dung, m\u00e3 l\u1eadp tr\u00ecnh, \u00e2m nh\u1ea1c v\u00e0 t\u01b0 li\u1ec7u cho ti\u1ebfp th\u1ecb, \u0111\u1ed3ng th\u1eddi c\u00f3 th\u1ec3 d\u1ecbch d\u1eef li\u1ec7u sang c\u00e1c \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau.\u00a0AI d\u1ef1 \u0111o\u00e1n \u0111\u01b0a ra c\u00e1c d\u1ef1 \u0111o\u00e1n, g\u1ee3i \u00fd v\u00e0 quy\u1ebft \u0111\u1ecbnh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt AI v\u00e0 h\u1ecdc m\u00e1y (ML) kh\u00e1c nhau.\u00a0V\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt, AI t\u1ea1o sinh th\u01b0\u1eddng s\u1eed d\u1ee5ng nhi\u1ec1u quy tr\u00ecnh d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01a1n v\u1ecb n\u1ed9i dung ti\u1ebfp theo m\u1ed9t c\u00e1c t\u0103ng d\u1ea7n \u0111\u1ec3 cho ra m\u1ed9t k\u1ebft qu\u1ea3.\u00a0Khi n\u00f3i \u0111\u1ebfn AI t\u1ea1o sinh v\u00e0 AI d\u1ef1 \u0111o\u00e1n, s\u1ef1 kh\u00e1c bi\u1ec7t ch\u00ednh gi\u1eefa hai l\u0129nh v\u1ef1c n\u00e0y l\u1ea7n l\u01b0\u1ee3t l\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 m\u1ee9c \u0111\u1ed9 th\u00e0nh th\u1ea1o v\u1edbi d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac v\u00e0 c\u00f3 c\u1ea5u tr\u00fac.<\/p>\n<h3>S\u1ef1 kh\u00e1c bi\u1ec7t ch\u00ednh gi\u1eefa AI d\u1ef1 \u0111o\u00e1n v\u00e0 AI t\u1ea1o sinh<\/h3>\n<p>Bharath Thota, nh\u00e0 ph\u00e2n t\u00edch t\u1ea1i h\u00e3ng t\u01b0 v\u1ea5n Kearney, cho bi\u1ebft: \u201cAI t\u1ea1o sinh v\u00e0 AI d\u1ef1 \u0111o\u00e1n \u0111\u1ea1i di\u1ec7n cho c\u00e1c m\u00f4 h\u00ecnh ri\u00eang bi\u1ec7t trong l\u0129nh v\u1ef1c <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> v\u00e0 h\u1ecdc m\u00e1y\u201d.<\/p>\n<p>AI t\u1ea1o sinh t\u1eadp trung v\u00e0o vi\u1ec7c t\u1ea1o n\u1ed9i dung m\u1edbi v\u00e0 nguy\u00ean b\u1ea3n, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u00ecnh \u1ea3nh, v\u0103n b\u1ea3n v\u00e0 c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n kh\u00e1c, b\u1eb1ng c\u00e1ch h\u1ecdc h\u1ecfi t\u1eeb c\u00e1c m\u1eabu d\u1eef li\u1ec7u hi\u1ec7n c\u00f3.\u00a0N\u00f3 th\u00fac \u0111\u1ea9y s\u1ef1 s\u00e1ng t\u1ea1o v\u00e0 c\u00f3 gi\u00e1 tr\u1ecb trong c\u00e1c l\u0129nh v\u1ef1c s\u00e1ng t\u1ea1o v\u00e0 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 m\u1edbi l\u1ea1.<\/p>\n<p>AI d\u1ef1 \u0111o\u00e1n s\u1eed d\u1ee5ng c\u00e1c m\u1eabu trong d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 d\u1ef1 b\u00e1o k\u1ebft qu\u1ea3 trong t\u01b0\u01a1ng lai ho\u1eb7c ph\u00e2n lo\u1ea1i c\u00e1c s\u1ef1 ki\u1ec7n trong t\u01b0\u01a1ng lai.\u00a0N\u00f3 cung c\u1ea5p nh\u1eefng n\u1eafm b\u1eaft s\u00e2u s\u1eafc v\u00e0 h\u1ed7 tr\u1ee3 h\u1eefu \u00edch trong vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh v\u00e0 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1800\" height=\"1125\" class=\"alignnone wp-image-17624 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-so-sanh-su-khac-biet-giua-generative-ai-va-predictive-ai.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-so-sanh-su-khac-biet-giua-generative-ai-va-predictive-ai.png 1800w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-so-sanh-su-khac-biet-giua-generative-ai-va-predictive-ai-300x188.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-so-sanh-su-khac-biet-giua-generative-ai-va-predictive-ai-768x480.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-so-sanh-su-khac-biet-giua-generative-ai-va-predictive-ai-1024x640.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-so-sanh-su-khac-biet-giua-generative-ai-va-predictive-ai-40x25.png 40w\" sizes=\"auto, (max-width: 1800px) 100vw, 1800px\" \/><\/p>\n<p>Thota cho bi\u1ebft: \u201cNh\u1eefng c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y kh\u00f4ng b\u1ecb c\u00f4 l\u1eadp v\u00e0 c\u00f3 th\u1ec3 mang t\u00ednh c\u1ed9ng sinh trong vi\u1ec7c ph\u00e1t tri\u1ec3n chi\u1ebfn l\u01b0\u1ee3c kinh doanh t\u1ed5ng th\u1ec3\u201d.\u00a0AI t\u1ea1o sinh c\u00f3 th\u1ec3 gi\u00fap thi\u1ebft k\u1ebf c\u00e1c t\u00ednh n\u0103ng c\u1ee7a s\u1ea3n ph\u1ea9m, trong khi AI d\u1ef1 \u0111o\u00e1n c\u00f3 th\u1ec3 d\u1ef1 b\u00e1o nhu c\u1ea7u c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng ho\u1eb7c ph\u1ea3n \u1ee9ng c\u1ee7a th\u1ecb tr\u01b0\u1eddng \u0111\u1ed1i v\u1edbi c\u00e1c t\u00ednh n\u0103ng n\u00e0y.\u00a0AI t\u1ea1o sinh c\u00f3 th\u1ec3 t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u th\u1ef1c t\u1ebf \u0111\u1ec3 n\u00e2ng cao t\u1eadp \u0111\u00e0o t\u1ea1o c\u1ee7a m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n\u00a0nh\u1eb1m c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n c\u1ee7a n\u00f3.<\/p>\n<p>AI d\u1ef1 \u0111o\u00e1n d\u1ef1 b\u00e1o c\u00e1c s\u1ef1 ki\u1ec7n trong t\u01b0\u01a1ng lai b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch xu h\u01b0\u1edbng d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 g\u00e1n tr\u1ecdng s\u1ed1 x\u00e1c su\u1ea5t cho c\u00e1c m\u00f4 h\u00ecnh.\u00a0AI t\u1ea1o sinh t\u1ea1o ra d\u1eef li\u1ec7u m\u1edbi, c\u00f3 th\u1ec3 \u1edf d\u1ea1ng th\u1eed nghi\u1ec7m v\u00e0 h\u00ecnh \u1ea3nh.\u00a0Inna Kuznetsova, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh c\u1ee7a ToolsGroup, cho bi\u1ebft: \u201cH\u00e3y coi [AI d\u1ef1 \u0111o\u00e1n], tr\u01b0\u1edbc h\u1ebft, nh\u01b0 m\u1ed9t nh\u00e0 ph\u00e2n t\u00edch m\u1ea1nh m\u1ebd l\u00e0m ph\u00e9p thu\u1eadt v\u1edbi c\u00e1c con s\u1ed1, trong khi [AI t\u1ea1o sinh], k\u1ebf \u0111\u1ebfn, l\u00e0 m\u1ed9t lo\u1ea1i h\u00ecnh s\u00e1ng t\u1ea1o \u2013 m\u1ed9t nh\u00e0 v\u0103n, m\u1ed9t ngh\u1ec7 s\u0129 ho\u1eb7c tr\u1ee3 l\u00fd nghi\u00ean c\u1ee9u\u201d.<\/p>\n<p>S\u1ebd r\u1ea5t h\u1eefu \u00edch khi \u0111\u00f3ng khung AI d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 gi\u00fap d\u1ef1 \u0111o\u00e1n li\u1ec7u m\u1ed9t s\u1ef1 ki\u1ec7n nh\u1ea5t \u0111\u1ecbnh, m\u1ed9t gi\u1ea3i ph\u00e1p cho v\u1ea5n \u0111\u1ec1 ph\u00e2n lo\u1ea1i, c\u00f3 x\u1ea3y ra hay kh\u00f4ng &#8211; ch\u1eb3ng h\u1ea1n nh\u01b0 v\u1ee1 n\u1ee3 &#8211; v\u00e0 d\u1ef1 b\u00e1o t\u00e1c \u0111\u1ed9ng \u0111\u1ecbnh l\u01b0\u1ee3ng c\u1ee7a nhi\u1ec1u s\u1ef1 ki\u1ec7n \u0111\u1ed1i v\u1edbi c\u00e1c bi\u1ebfn li\u00ean t\u1ee5c nh\u01b0 m\u1ed9t v\u1ea5n \u0111\u1ec1 h\u1ed3i quy.\u00a0C\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y ch\u1ee7 y\u1ebfu d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac t\u1eeb c\u00e1c s\u1ef1 ki\u1ec7n trong qu\u00e1 kh\u1ee9 &#8211;\u00a0Arun Ramchandran t\u1ea1i Hexaware cho bi\u1ebft.<\/p>\n<p>Ng\u01b0\u1ee3c l\u1ea1i, AI t\u1ea1o sinh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u1ea1o ra n\u1ed9i dung m\u1edbi d\u1ef1a tr\u00ean th\u00f4ng tin \u0111\u1ea7u v\u00e0o c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac m\u00e0 n\u00f3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o.\u00a0Nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi, nh\u01b0ng thi\u00ean v\u1ec1 \u00fd ki\u1ebfn \u200b\u200bh\u01a1n v\u1edbi l\u00fd lu\u1eadn \u0111\u1ecbnh t\u00ednh.<\/p>\n<p>Ramchandran cho bi\u1ebft, AI t\u1ea1o sinh c\u00f3 th\u1ec3 b\u1ed5 sung cho AI d\u1ef1 \u0111o\u00e1n trong doanh nghi\u1ec7p \u0111\u1ec3 thu \u0111\u01b0\u1ee3c gi\u00e1 tr\u1ecb t\u1eeb c\u1ea3\u00a0d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac l\u1eabn phi c\u1ea5u tr\u00fac.\u00a0\u1ede \u0111\u00e2y, c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 c\u1ea3i thi\u1ec7n quy tr\u00ecnh v\u00e0 k\u1ebft qu\u1ea3 kinh doanh, trong khi c\u00e1c m\u00f4 h\u00ecnh t\u1ea1o sinh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u v\u1ec1 n\u1ed9i dung c\u1ee7a c\u00e1c quy tr\u00ecnh \u0111\u00f3.\u00a0Tuy nhi\u00ean, c\u1ea7n ph\u1ea3i quan t\u00e2m \u0111\u1ebfn vi\u1ec7c qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u, b\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0.\u00a0Ngo\u00e0i ra, s\u1ef1 k\u1ebft h\u1ee3p n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong d\u1ef1 b\u00e1o \u0111\u1ec3 t\u1ea1o ra d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p, t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u v\u00e0 m\u00f4 ph\u1ecfng.<\/p>\n<h3>Generative AI\/AI t\u1ea1o sinh l\u00e0 g\u00ec v\u00e0 n\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n<p>AI t\u1ea1o sinh t\u1ea1o ra n\u1ed9i dung m\u1edbi\u00a0b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng nhi\u1ec1u thu\u1eadt to\u00e1n kh\u00e1c nhau\u00a0\u0111\u01b0\u1ee3c kh\u1edfi \u0111\u1ea7u t\u1eeb gi\u1eefa nh\u1eefng n\u0103m 2010, c\u00f3 th\u1ebf m\u1ea1nh cho c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c nhau.\u00a0Trong s\u1ed1 c\u00e1c thu\u1eadt to\u00e1n c\u1ee7a n\u00f3 c\u00f3 c\u00e1c lo\u1ea1i sau:<\/p>\n<ul>\n<li><strong>Generative adversarial networks<\/strong> t\u1ea1o ra h\u00ecnh \u1ea3nh, t\u1ed5ng h\u1ee3p gi\u1ecdng n\u00f3i c\u0169ng nh\u01b0 d\u1ecbch gi\u1ecdng n\u00f3i v\u00e0 video \u0111\u1ec3 s\u1eed d\u1ee5ng b\u1eb1ng c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c nhau.<\/li>\n<li><strong>Variational autoencoders<\/strong> \u0111\u1ec3 t\u1ea1o d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac.<\/li>\n<li><strong>Diffusion models\/M\u00f4 h\u00ecnh khu\u1ebfch t\u00e1n<\/strong> \u0111\u1ec3 t\u1ea1o h\u00ecnh \u1ea3nh v\u00e0 video theo d\u00f2ng l\u1ec7nh\/prompts.<\/li>\n<li><strong>C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM)<\/strong> v\u01b0\u1ee3t tr\u1ed9i trong vi\u1ec7c t\u1ea1o v\u0103n b\u1ea3n;\u00a0tuy nhi\u00ean,\u00a0c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn \u0111a ph\u01b0\u01a1ng th\u1ee9c\u00a0m\u1edbi h\u01a1n c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i tr\u00ean nhi\u1ec1u l\u0129nh v\u1ef1c, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u1ea1o ra h\u00ecnh \u1ea3nh, vi\u1ebft code, l\u1eadp tr\u00ecnh robot v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a th\u1ee7 c\u00f4ng \u0111\u1ec3 ph\u1ea3n h\u1ed3i c\u00e1c d\u00f2ng nh\u1eadp b\u1eb1ng text.<\/li>\n<\/ul>\n<h3>L\u1ee3i \u00edch c\u1ee7a AI t\u1ea1o sinh<\/h3>\n<p>M\u1ed9t s\u1ed1 l\u1ee3i \u00edch ch\u00ednh c\u1ee7a AI t\u1ea1o sinh bao g\u1ed3m:<\/p>\n<ul>\n<li>T\u1ef1 \u0111\u1ed9ng t\u1ea1o m\u00e3 l\u1eadp tr\u00ecnh v\u00e0\u00a0c\u00e1c kh\u00eda c\u1ea1nh kh\u00e1c c\u1ee7a ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m.<\/li>\n<li>\u0110\u01a1n gi\u1ea3n h\u00f3a\u00a0vi\u1ec7c t\u1ea1o n\u1ed9i dung m\u1edbi.<\/li>\n<li>T\u00f3m t\u1eaft c\u00e1c t\u00e0i li\u1ec7u ho\u1eb7c b\u1ed9 d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p.<\/li>\n<li>D\u1ec5 d\u00e0ng l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac.<\/li>\n<li>T\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi r\u00f5 r\u00e0ng v\u00e0 \u0111\u01a1n gi\u1ea3n cho c\u00e1c truy v\u1ea5n ph\u1ee9c t\u1ea1p.<\/li>\n<li>Ho\u1ea1t \u0111\u1ed9ng t\u1ed1t tr\u00ean c\u00e1c ph\u01b0\u01a1ng th\u1ee9c kh\u00e1c nhau nh\u01b0 v\u0103n b\u1ea3n, video, \u00e2m thanh, h\u01b0\u1edbng d\u1eabn robot v\u00e0 \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n<h3>H\u1ea1n ch\u1ebf c\u1ee7a AI t\u1ea1o sinh<\/h3>\n<p>M\u1ed9t s\u1ed1 h\u1ea1n ch\u1ebf c\u1ee7a AI t\u1ea1o sinh bao g\u1ed3m:<\/p>\n<ul>\n<li>C\u00f3 xu h\u01b0\u1edbng d\u1eabn \u0111\u1ebfn \u1ea3o gi\u00e1c.<\/li>\n<li>Ph\u00e1t th\u1ea3i carbon (carbon footprint) nhi\u1ec1u.<\/li>\n<li>C\u00f3 th\u1ec3 t\u1ed1n k\u00e9m \u0111\u1ec3 \u0111\u00e0o t\u1ea1o l\u1ea1i c\u00e1c m\u00f4 h\u00ecnh.<\/li>\n<li>Kh\u00f3 x\u00f3a d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m khi n\u00f3 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o m\u00f4 h\u00ecnh.<\/li>\n<li>Kh\u00f3 kh\u0103n h\u01a1n \u0111\u1ec3 gi\u1ea3i th\u00edch ho\u1eb7c di\u1ec5n d\u1ecbch c\u00e1c c\u01a1 ch\u1ebf c\u1ee7ng c\u1ed1 k\u1ebft qu\u1ea3.<\/li>\n<\/ul>\n<h3>\u1ee8ng d\u1ee5ng AI t\u1ea1o sinh trong kinh doanh<\/h3>\n<p>M\u1ed9t s\u1ed1\u00a0\u1ee9ng d\u1ee5ng AI t\u1ea1o sinh ph\u1ed5 bi\u1ebfn nh\u1ea5t trong kinh doanh\u00a0bao g\u1ed3m:<\/p>\n<ul>\n<li>T\u1ea1o m\u00e3 l\u1eadp tr\u00ecnh.<\/li>\n<li>X\u00e2y d\u1ef1ng t\u01b0 li\u1ec7u ti\u1ebfp th\u1ecb.<\/li>\n<li>T\u00ecm ki\u1ebfm nhi\u1ec1u h\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng.<\/li>\n<li>C\u00e1 nh\u00e2n h\u00f3a n\u1ed9i dung\u00a0cho kh\u00e1ch h\u00e0ng v\u00e0 nh\u00e2n vi\u00ean.<\/li>\n<li>T\u00f9y ch\u1ec9nh tr\u1ea3i nghi\u1ec7m h\u1ecdc t\u1eadp.<\/li>\n<li>D\u1ecbch d\u1eef li\u1ec7u qua c\u00e1c \u0111\u1ecbnh d\u1ea1ng.<\/li>\n<li>T\u00f9y bi\u1ebfn n\u1ed9i dung gi\u1ea3i th\u00edch cho c\u00e1c c\u1ea5p \u0111\u1ed9 chuy\u00ean m\u00f4n ho\u1eb7c vai tr\u00f2 kh\u00e1c nhau.<\/li>\n<li>B\u1ea3n \u0111\u1ecba h\u00f3a n\u1ed9i dung tr\u00ean c\u00e1c khu v\u1ef1c \u0111\u1ecba l\u00fd v\u00e0 ng\u00f4n ng\u1eef kh\u00e1c nhau.<\/li>\n<li>Nghi\u00ean c\u1ee9u c\u00e1c ch\u1ee7 \u0111\u1ec1 ph\u1ee9c t\u1ea1p.<\/li>\n<li>Ch\u1eaft l\u1ecdc v\u00e0 t\u00f3m t\u1eaft r\u1ee7i ro tr\u00ean c\u00e1c l\u0129nh v\u1ef1c kh\u00e1c nhau trong qu\u1ea3n l\u00fd r\u1ee7i ro.<\/li>\n<li>T\u1ed5ng h\u1ee3p h\u1ed3 s\u01a1 \u0111\u1ec3\u00a0chu\u1ea9n h\u00f3a vi\u1ec7c l\u1ef1a ch\u1ecdn \u1ee9ng vi\u00ean.<\/li>\n<li>Qu\u1ea3n l\u00fd ph\u00e2n lo\u1ea1i k\u1ef9 n\u0103ng trong h\u1ecdc t\u1eadp v\u00e0 ph\u00e1t tri\u1ec3n.<\/li>\n<li>T\u00f3m t\u1eaft c\u00e1c ki\u1ec3u m\u1eabu trong vi\u1ec7c t\u01b0\u01a1ng t\u00e1c c\u1ee7a c\u00e1c call center.<\/li>\n<li>\u0110\u01a1n gi\u1ea3n h\u00f3a giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng ph\u1ee9c t\u1ea1p th\u00e0nh d\u00f2ng v\u0103n b\u1ea3n \u0111\u01a1n gi\u1ea3n.<\/li>\n<\/ul>\n<h3>Predictive AI\/AI d\u1ef1 \u0111o\u00e1n l\u00e0 g\u00ec v\u00e0 n\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n<p>\u201cAI d\u1ef1 \u0111o\u00e1n t\u1eadp trung v\u00e0o vi\u1ec7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 th\u00f4ng tin hi\u1ec7n t\u1ea1i\u201d, Owen Morris t\u1ea1i Doherty Associates cho bi\u1ebft.<\/p>\n<p>N\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c nhau nh\u01b0 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng t\u00e0i ch\u00ednh, l\u1eadp k\u1ebf ho\u1ea1ch b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb v\u00e0\u00a0ph\u00e1t hi\u1ec7n s\u1ef1 b\u1ea5t th\u01b0\u1eddng. AI d\u1ef1 \u0111o\u00e1n mang l\u1ea1i gi\u00e1 tr\u1ecb to l\u1edbn cho c\u00e1c \u1ee9ng d\u1ee5ng kinh doanh kh\u00e1c nhau, bao g\u1ed3m ph\u00e1t hi\u1ec7n gian l\u1eadn, b\u1ea3o tr\u00ec ph\u00f2ng ng\u1eeba, h\u1ec7 th\u1ed1ng khuy\u1ebfn ngh\u1ecb, d\u1ef1 \u0111o\u00e1n gi\u00e1n \u0111o\u1ea1n, qu\u1ea3n l\u00fd n\u0103ng l\u1ef1c v\u00e0 t\u1ed1i \u01b0u h\u00f3a l\u0129nh v\u1ef1c kho v\u1eadn.<\/p>\n<p>AI d\u1ef1 \u0111o\u00e1n s\u1eed d\u1ee5ng h\u1ea7u h\u1ebft c\u00e1c thu\u1eadt to\u00e1n ML v\u00e0 AI m\u00e0 ch\u00fang n\u1eb1m ngo\u00e0i ph\u1ea1m vi c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho AI t\u1ea1o sinh, bao g\u1ed3m:<\/p>\n<ul>\n<li>Neural networks\/M\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh\u00a0cho nhi\u1ec1u nhi\u1ec7m v\u1ee5 kh\u00e1c nhau.<\/li>\n<li>Linear regression\/H\u1ed3i quy tuy\u1ebfn t\u00ednh\u00a0\u0111\u1ec3 t\u00ecm m\u1ed1i t\u01b0\u01a1ng quan.<\/li>\n<li>Logistic regression \u0111\u1ec3 ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u.<\/li>\n<li>H\u1ed7 tr\u1ee3 c\u00f4ng c\u1ee5 vect\u01a1 \u0111\u1ec3 ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u.<\/li>\n<li>C\u00e2y quy\u1ebft \u0111\u1ecbnh\u00a0\u0111\u1ec3 \u01b0\u1edbc t\u00ednh k\u1ebft qu\u1ea3.<\/li>\n<li>Random forests\/Khu r\u1eebng ng\u1eabu nhi\u00ean \u0111\u1ec3 ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u.<\/li>\n<li>K-mean Clustering \u0111\u1ec3 s\u1eafp x\u1ebfp d\u1eef li\u1ec7u th\u00e0nh c\u00e1c nh\u00f3m.<\/li>\n<li>Self-trained naive Bayes classifier \u0111\u1ec3 ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n<h3>L\u1ee3i \u00edch c\u1ee7a AI d\u1ef1 \u0111o\u00e1n<\/h3>\n<p>M\u1ed9t s\u1ed1 l\u1ee3i \u00edch c\u1ee7a AI d\u1ef1 \u0111o\u00e1n bao g\u1ed3m:<\/p>\n<ul>\n<li>T\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e2n t\u00edch.<\/li>\n<li>\u0110\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c ph\u00e2n t\u00edch ph\u1ee9c t\u1ea1p.<\/li>\n<li>Chu\u1ea9n h\u00f3a vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u.<\/li>\n<li>Ho\u1ea1t \u0111\u1ed9ng v\u1edbi d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac.<\/li>\n<li>C\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n ph\u00e2n t\u00edch cho c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c hi\u1ec3u r\u00f5.<\/li>\n<li>Ho\u1ea1t \u0111\u1ed9ng t\u1ed1t cho d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0\u00a0chu\u1ed7i th\u1eddi gian.<\/li>\n<\/ul>\n<h3>H\u1ea1n ch\u1ebf c\u1ee7a AI d\u1ef1 \u0111o\u00e1n<\/h3>\n<p>Thota cho bi\u1ebft: \u201cM\u1eb7c d\u00f9 AI d\u1ef1 \u0111o\u00e1n n\u1ed5i ti\u1ebfng nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 mang t\u00ednh thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i trong l\u0129nh v\u1ef1c ph\u00e2n t\u00edch, nh\u01b0ng n\u00f3 v\u1eabn c\u00f3 nh\u1eefng h\u1ea1n ch\u1ebf trong ho\u1ea1t \u0111\u1ed9ng kinh doanh\u201d.\u00a0Hi\u1ec3u v\u00e0 gi\u1ea3i quy\u1ebft nh\u1eefng h\u1ea1n ch\u1ebf n\u00e0y c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p t\u1ef1 b\u1ea3o v\u1ec7 m\u00ecnh kh\u1ecfi nh\u1eefng c\u00e1i b\u1eaby n\u00e0y.\u00a0\u0110i\u1ec1u n\u00e0y th\u01b0\u1eddng li\u00ean quan \u0111\u1ebfn\u00a0vi\u1ec7c k\u1ebft h\u1ee3p AI d\u1ef1 \u0111o\u00e1n v\u1edbi c\u00e1c k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch kh\u00e1c\u00a0\u0111\u1ec3 gi\u1ea3m thi\u1ec3u \u0111i\u1ec3m y\u1ebfu.<\/p>\n<p>M\u1ed9t s\u1ed1 h\u1ea1n ch\u1ebf c\u1ee7a AI d\u1ef1 \u0111o\u00e1n bao g\u1ed3m:<\/p>\n<ul>\n<li>S\u1ef1 thi\u00ean v\u1ecb trong d\u1eef li\u1ec7u c\u01a1 b\u1ea3n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c khu\u1ebfch \u0111\u1ea1i.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3\u00a0d\u1eabn \u0111\u1ebfn s\u1ef1 m\u00e2u thu\u1eabn trong c\u00e1ch gi\u1ea3i th\u00edch\u00a0v\u00e0 nh\u1eefng lo ng\u1ea1i v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c.\u00a0Ramchandran khuy\u1ebfn ngh\u1ecb \u00e1p d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p qu\u1ea3n tr\u1ecb m\u00f4 h\u00ecnh v\u00e0 d\u1eef li\u1ec7u nghi\u00eam ng\u1eb7t \u0111\u1ec3 gi\u1ea3m thi\u1ec3u nh\u1eefng r\u1ee7i ro n\u00e0y.<\/li>\n<li>Qu\u00e1 ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u l\u1ecbch s\u1eed.\u00a0Thota cho bi\u1ebft d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o n\u00ean \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng b\u1eb1ng c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u b\u00ean ngo\u00e0i v\u00e0 th\u1eddi gian th\u1ef1c c\u0169ng nh\u01b0 c\u00e1c v\u00f2ng l\u1eb7p ph\u1ea3n h\u1ed3i \u0111\u1ec3 c\u1eadp nh\u1eadt c\u00e1c m\u00f4 h\u00ecnh v\u1edbi th\u00f4ng tin g\u1ea7n nh\u1ea5t.<\/li>\n<li>Thi\u1ebfu kh\u1ea3 n\u0103ng gi\u1ea3i th\u00edch c\u00f3 th\u1ec3 ph\u00e1t sinh trong c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n ph\u1ee9c t\u1ea1p.\u00a0Nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh s\u00e2u, c\u00f3 th\u1ec3 g\u00e2y kh\u00f3 kh\u0103n cho t\u00ednh minh b\u1ea1ch v\u00e0 kh\u1ea3 n\u0103ng gi\u1ea3i th\u00edch.\u00a0Vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh \u0111\u01a1n gi\u1ea3n h\u01a1n c\u00f3 th\u1ec3 gi\u00fap x\u00e1c \u0111\u1ecbnh v\u00e0 kh\u1eafc ph\u1ee5c c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh.\u00a0Kuznetsova cho bi\u1ebft c\u00e1c doanh nghi\u1ec7p n\u00ean xem x\u00e9t\u00a0c\u00e1c k\u1ef9 thu\u1eadt AI c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch \u0111\u01b0\u1ee3c \u0111\u1ec3 gi\u00fap c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p\u00a0hi\u1ec3u c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n.<\/li>\n<li>Overfitting\/Kh\u1edbp qu\u00e1 m\u1ee9c.\u00a0Khi m\u1ed9t m\u00f4 h\u00ecnh AI c\u1ed1 g\u1eafng kh\u1edbp qu\u00e1 ch\u1eb7t v\u1edbi d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, n\u00f3 c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn nh\u1eefng d\u1ef1 \u0111o\u00e1n kh\u00f4ng ch\u00ednh x\u00e1c.<\/li>\n<li>Kh\u00f3 kh\u0103n v\u1edbi t\u00ednh nh\u00e2n-qu\u1ea3.\u00a0C\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n r\u1ea5t t\u1ed1t trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh\u00a0m\u1ed1i t\u01b0\u01a1ng quan, nh\u01b0ng ch\u00fang c\u00f3 th\u1ec3 g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c ph\u00e2n bi\u1ec7t gi\u1eefa m\u1ed1i t\u01b0\u01a1ng quan v\u00e0\u00a0quan h\u1ec7 nh\u00e2n-qu\u1ea3.\u00a0Thota cho bi\u1ebft c\u00e1c ph\u01b0\u01a1ng ph\u00e1p suy lu\u1eadn nh\u00e2n qu\u1ea3 v\u00e0 ki\u1ec3m so\u00e1t ng\u1eabu nhi\u00ean c\u00f3 th\u1ec3 gi\u00fap ph\u00e2n bi\u1ec7t gi\u1eefa m\u1ed1i t\u01b0\u01a1ng quan v\u00e0 quan h\u1ec7 nh\u00e2n qu\u1ea3.<\/li>\n<li>\u0110\u00e0o t\u1ea1o qu\u00e1 nhi\u1ec1u v\u1ec1 d\u1eef li\u1ec7u v\u00e0 c\u00e1c tr\u01b0\u1eddng h\u1ee3p kinh doanh c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn sai l\u1ec7ch d\u1ef1 \u0111o\u00e1n.\u00a0Kuznetsova khuy\u1ebfn ngh\u1ecb \u0111\u1eb7t c\u00e2u h\u1ecfi v\u1ec1 s\u1ed1 l\u01b0\u1ee3ng tr\u01b0\u1eddng h\u1ee3p \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch cho m\u1ed9t ph\u00e2n ng\u00e0nh.\u00a0B\u00e0 n\u00f3i: \u201cNh\u1eefng g\u00ec c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng r\u1ea5t t\u1ed1t trong c\u1eeda h\u00e0ng t\u1ea1p h\u00f3a, v\u1edbi th\u1eddi h\u1ea1n s\u1eed d\u1ee5ng ng\u1eafn h\u01a1n nh\u01b0ng \u00edt \u0111a d\u1ea1ng v\u1ec1 m\u1eabu m\u00e3 v\u00e0 k\u00edch c\u1ee1 h\u01a1n, c\u00f3 th\u1ec3 kh\u00f4ng th\u00e0nh c\u00f4ng trong vi\u1ec7c d\u1ef1 b\u00e1o nhu c\u1ea7u v\u1ec1 qu\u1ea7n \u00e1o ho\u1eb7c gi\u00e0y d\u00e9p\u201d.<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/tgmc-blog-650a534de424f.png\" alt=\"\" \/><br \/>\n<em>Ph\u00e2n t\u00edch l\u1ee3i \u00edch v\u00e0 h\u1ea1n ch\u1ebf c\u1ee7a AI t\u1ea1o sinh v\u00e0 AI d\u1ef1 \u0111o\u00e1n.<\/em><\/p>\n<h3>\u1ee8ng d\u1ee5ng AI d\u1ef1 \u0111o\u00e1n trong kinh doanh<\/h3>\n<p>Morris cho bi\u1ebft m\u1ed9t s\u1ed1 kinh nghi\u1ec7m hay nh\u1ea5t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c t\u1ed5 ch\u1ee9c nh\u1eadn \u0111\u01b0\u1ee3c nhi\u1ec1u gi\u00e1 tr\u1ecb nh\u1ea5t t\u1eeb \u200b\u200bAI d\u1ef1 \u0111o\u00e1n trong kinh doanh bao g\u1ed3m\u00a0\u0111\u1eb7t ra m\u1ee5c ti\u00eau v\u00e0 \u0111\u1ecbnh ngh\u0129a KPI r\u00f5 r\u00e0ng\u00a0c\u0169ng nh\u01b0 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u.\u00a0\u0110i\u1ec1u quan tr\u1ecdng n\u1eefa l\u00e0 ph\u1ea3i theo d\u00f5i k\u1ebft qu\u1ea3 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c m\u00f4 h\u00ecnh ho\u1ea1t \u0111\u1ed9ng khi c\u1ea7n thi\u1ebft v\u00e0 xem x\u00e9t c\u00e1c y\u1ebfu t\u1ed1 m\u00f4 h\u00ecnh theo \u0111\u1ecbnh k\u1ef3 \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c y\u1ebfu t\u1ed1 l\u1ed7i th\u1eddi v\u00e0 c\u00e1c sai l\u1ec7ch ti\u1ec1m \u1ea9n.<\/p>\n<p>Doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng AI d\u1ef1 \u0111o\u00e1n theo nh\u1eefng c\u00e1ch sau:<\/p>\n<ul>\n<li><strong>C\u1ea3m nh\u1eadn v\u00e0 d\u1ef1 b\u00e1o nhu c\u1ea7u.<\/strong>\u00a0AI d\u1ef1 \u0111o\u00e1n s\u1eed d\u1ee5ng d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 d\u1eef li\u1ec7u nguy\u00ean nh\u00e2n \u0111\u1ec3 t\u1ea1o ra d\u1ef1 b\u00e1o nhu c\u1ea7u chi ti\u1ebft ng\u1eafn h\u1ea1n ch\u00ednh x\u00e1c h\u01a1n nh\u1eb1m h\u1ed7 tr\u1ee3 c\u00e1c quy\u1ebft \u0111\u1ecbnh ph\u00e2n b\u1ed5 v\u00e0 v\u1ecb tr\u00ed h\u00e0ng t\u1ed3n kho.<\/li>\n<li><strong>T\u1ed1i \u01b0u h\u00f3a h\u00e0ng t\u1ed3n kho.<\/strong>\u00a0M\u1ed9t ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch k\u1ebft h\u1ee3p AI d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 \u0111\u1eb7t m\u1ee5c ti\u00eau t\u1ed3n kho t\u1ed1t h\u01a1n tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c v\u1ecb tr\u00ed v\u00e0 lo\u1ea1i h\u00e0ng t\u1ed3n kho trong chu\u1ed7i cung \u1ee9ng.<\/li>\n<li><strong>Nh\u1eafm m\u1ee5c ti\u00eau kh\u00e1ch h\u00e0ng.<\/strong>\u00a0AI d\u1ef1 \u0111o\u00e1n ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n kh\u00e1ch h\u00e0ng n\u00e0o c\u00f3 kh\u1ea3 n\u0103ng ph\u1ea3n h\u1ed3i t\u00edch c\u1ef1c v\u1edbi c\u00e1c \u01b0u \u0111\u00e3i ho\u1eb7c khuy\u1ebfn m\u00e3i c\u1ee5 th\u1ec3.<\/li>\n<li><strong>\u0110\u00e1nh gi\u00e1 r\u1ee7i ro.<\/strong>\u00a0C\u00e1c t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh v\u00e0 ng\u01b0\u1eddi cho vay\u00a0s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i AI d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 r\u1ee7i ro t\u00e0i ch\u00ednh v\u00e0 t\u00edn d\u1ee5ng\u00a0li\u00ean quan \u0111\u1ebfn v\u1ee1 n\u1ee3 ho\u1eb7c qu\u00e1 h\u1ea1n.<\/li>\n<li><strong>D\u1ef1 b\u00e1o b\u00e1n h\u00e0ng.<\/strong>\u00a0D\u1ef1 b\u00e1o doanh s\u1ed1 trong t\u01b0\u01a1ng lai d\u1ef1a tr\u00ean d\u1eef li\u1ec7u l\u1ecbch s\u1eed, xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng v\u00e0 c\u00e1c y\u1ebfu t\u1ed1 b\u00ean ngo\u00e0i gi\u00fap c\u00f4ng ty ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c, qu\u1ea3n l\u00fd k\u1ebf ho\u1ea1ch nhu c\u1ea7u v\u00e0 v\u1eadn h\u00e0nh chu\u1ed7i cung \u1ee9ng, \u0111\u1ed3ng th\u1eddi t\u1ed1i \u01b0u h\u00f3a m\u1ee9c t\u1ed3n kho.<\/li>\n<li><strong>Ng\u0103n ch\u1eb7n s\u1ef1 r\u1eddi b\u1ecf.<\/strong>\u00a0AI d\u1ef1 \u0111o\u00e1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch c\u00e1c t\u01b0\u01a1ng t\u00e1c l\u1ecbch s\u1eed v\u00e0 d\u1eef li\u1ec7u nh\u00e2n kh\u1ea9u h\u1ecdc kh\u00e1c nhau c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n nh\u1eefng\u00a0kh\u00e1ch h\u00e0ng c\u00f3 kh\u1ea3 n\u0103ng r\u1eddi b\u1ecf, \u0111i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c c\u00f4ng ty th\u1ef1c hi\u1ec7n c\u00e1c n\u1ed7 l\u1ef1c gi\u1eef ch\u00e2n ch\u1ee7 \u0111\u1ed9ng.<\/li>\n<li><strong>B\u1ea3o d\u01b0\u1ee1ng ph\u00f2ng ng\u1eeba.<\/strong>\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 gi\u00fap t\u1ed1i \u01b0u h\u00f3a l\u1ecbch b\u1ea3o tr\u00ec \u0111\u1ec3 gi\u1ea3m chi ph\u00ed \u0111\u1ed3ng th\u1eddi gi\u1ea3m nguy c\u01a1 h\u1ecfng h\u00f3c.<\/li>\n<\/ul>\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=21797\">T\u1eeb &#8220;S\u00e1ng 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d\u00e0nh cho c\u00e1c gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Generative AI (AI t&#7841;o sinh) v&agrave; Predictive AI (AI d&#7921; &#273;o&aacute;n) kh&aacute;c nhau v&#7873; c&aacute;ch ch&uacute;ng x&#7917; l&yacute; c&aacute;c &#7913;ng d&#7909;ng v&agrave; d&#7919; li&#7879;u c&oacute; c&#7845;u tr&uacute;c l&#7851;n phi c&#7845;u tr&uacute;c t&#432;&#417;ng &#7913;ng. C&ugrave;ng t&igrave;m hi&#7875;u nh&#7919;ng l&#7907;i &iacute;ch v&agrave; c&aacute;c h&#7841;n ch&#7871; c&#7911;a m&#7895;i lo&#7841;i trong c&aacute;c &#7913;ng d&#7909;ng th&#7921;c t&#7871; c&#7911;a ch&uacute;ng. Cho&#8230;<\/p>\n","protected":false},"author":2,"featured_media":17623,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[1045,1158],"class_list":["post-17622","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-generative-ai","tag-predictive-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>So s\u00e1nh s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa Generative AI v\u00e0 Predictive AI - 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\/so-sanh-su-khac-biet-giua-generative-ai-va-predictive-ai-p17622\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"So s\u00e1nh s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa Generative AI v\u00e0 Predictive AI - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Generative AI (AI t&#7841;o sinh) v&agrave; Predictive AI (AI d&#7921; &#273;o&aacute;n) kh&aacute;c nhau v&#7873; c&aacute;ch ch&uacute;ng x&#7917; l&yacute; c&aacute;c &#7913;ng d&#7909;ng v&agrave; d&#7919; li&#7879;u c&oacute; c&#7845;u tr&uacute;c l&#7851;n phi c&#7845;u tr&uacute;c t&#432;&#417;ng &#7913;ng. 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