{"id":18070,"date":"2023-10-19T10:03:41","date_gmt":"2023-10-19T03:03:41","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=18070"},"modified":"2023-10-25T07:55:41","modified_gmt":"2023-10-25T00:55:41","slug":"cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/","title":{"rendered":"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><div id=\"TheEmergenceofGenerativeAI\" class=\"group mb-3\">\n<div class=\"text-block-code-block mb-3\">\n<h2>S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a Generative AI<\/h2>\n<p>Nh\u1eefng ti\u1ebfn b\u1ed9 v\u00e0 \u0111\u1ed5i m\u1edbi trong l\u0129nh v\u1ef1c <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> \u0111\u00e3 \u0111\u01b0\u1ee3c n\u00eau b\u1eadt b\u1edfi hi\u1ec7u su\u1ea5t kh\u00f3 gi\u1ea3i th\u00edch c\u1ee7a Generative AI (AI t\u1ea1o sinh), m\u1ed9t m\u00f4 h\u00ecnh mang t\u00ednh c\u00e1ch m\u1ea1ng c\u00f3 kh\u1ea3 n\u0103ng th\u1ec3 hi\u1ec7n s\u1ef1 s\u00e1ng t\u1ea1o \u1ea5n t\u01b0\u1ee3ng v\u00e0 kh\u00f4ng th\u1ec3 \u0111\u1ecbnh l\u01b0\u1ee3ng \u0111\u01b0\u1ee3c.\u00a0\u0110\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean h\u00e0ng t\u1ef7 t\u1ef7 \u0111i\u1ec3m d\u1eef li\u1ec7u v\u00e0 tham s\u1ed1, c\u00e1c m\u00f4 h\u00ecnh GenAI n\u1ed5i b\u1eadt nh\u1ea5t \u0111\u00e3 \u0111\u01b0a l\u0129nh v\u1ef1c n\u00e0y tr\u1edf th\u00e0nh t\u00e2m \u0111i\u1ec3m ch\u00fa \u00fd kh\u00f4ng g\u00ec kh\u00e1c ch\u00ednh l\u00e0 ChatGPT v\u00e0 DALLE-2 c\u1ee7a OpenAI.<\/p>\n<p>DALLE-2 l\u00e0 tr\u00ecnh t\u1ea1o v\u0103n b\u1ea3n th\u00e0nh h\u00ecnh \u1ea3nh &#8211; nh\u1eadn l\u1eddi nh\u1eafc (prompt) \u0111\u1ea7u v\u00e0o c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 xu\u1ea5t ra 6 h\u00ecnh \u1ea3nh g\u1ed1c 1024&#215;1024 v\u1edbi s\u1ef1 ch\u00fa \u00fd thuy\u1ebft ph\u1ee5c \u0111\u1ebfn t\u1eebng chi ti\u1ebft.\u00a0M\u1eb7c d\u00f9 m\u00f4 h\u00ecnh c\u00f2n ch\u01b0a ho\u00e0n h\u1ea3o nh\u01b0ng n\u00f3 th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng hi\u1ec3u ch\u01b0a t\u1eebng th\u1ea5y t\u1eeb m\u00e1y t\u00ednh, c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c h\u00ecnh \u1ea3nh ph\u00e1t hi\u1ec7n c\u1ea3m x\u00fac, phong c\u00e1ch ngh\u1ec7 thu\u1eadt v\u00e0 c\u00e1c ch\u1ee7 \u0111\u1ec1 c\u00f3 ph\u1ea7n ch\u00ednh x\u00e1c.<\/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<p>C\u00e1c m\u00f4 h\u00ecnh GenAI t\u1ea1o v\u0103n b\u1ea3n th\u00e0nh h\u00ecnh \u1ea3nh kh\u00e1c n\u1ed5i l\u00ean nh\u01b0 Midjourney v\u00e0 Stable Diffusion, trong \u0111\u00f3 t\u1ea1o ra c\u00e1c h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c \u0111\u1ec7 tr\u00ecnh v\u00e0 trao gi\u1ea3i trong c\u00e1c cu\u1ed9c thi ngh\u1ec7 thu\u1eadt, th\u1ec3 hi\u1ec7n s\u1ef1 s\u00e1ng t\u1ea1o, \u0111\u1ed9c \u0111\u00e1o v\u00e0 v\u1ebb \u0111\u1eb9p \u0111\u00e1ng kinh ng\u1ea1c.\u00a0D\u01b0\u1edbi \u0111\u00e2y l\u00e0 t\u00e1c ph\u1ea9m ngh\u1ec7 thu\u1eadt \u0111\u01b0\u1ee3c t\u1ea1o b\u1edfi Jason Allen th\u00f4ng qua Midjourney c\u00f3 t\u00ean l\u00e0 &#8220;Th\u00e9\u00e2tre D\u2019op\u00e9ra Spatial&#8221; \u0111\u00e3 gi\u00e0nh v\u1ecb tr\u00ed \u0111\u1ea7u ti\u00ean t\u1ea1i H\u1ed9i ch\u1ee3 Bang Colorado d\u00e0nh cho t\u00e1c ph\u1ea9m ngh\u1ec7 thu\u1eadt k\u1ef9 thu\u1eadt s\u1ed1, g\u00e2y ra ph\u1ea3n \u1ee9ng d\u1eef d\u1ed9i v\u00e0 tranh lu\u1eadn trong c\u1ed9ng \u0111\u1ed3ng ngh\u1ec7 thu\u1eadt.<\/p>\n<\/div>\n<\/div>\n<div id=\"\" class=\"group mb-3\">\n<div class=\"image-block mb-3\">\n<div>\n<div class=\"image-container\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/tgmc-blog-652cb88c9b236.png\" alt=\"t\u00e1c ph\u1ea9m ngh\u1ec7 thu\u1eadt \u0111\u01b0\u1ee3c t\u1ea1o ra gi\u1eefa cu\u1ed9c h\u00e0nh tr\u00ecnh\" \/><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"\" class=\"group mb-3\">\n<div class=\"text-block-code-block mb-3\">\n<p>&nbsp;<\/p>\n<p>\u1ee8ng d\u1ee5ng GenAI ph\u00e2n c\u1ef1c, n\u1ed5i ti\u1ebfng v\u00e0 ph\u1ed5 bi\u1ebfn nh\u1ea5t v\u1eabn l\u00e0 ChatGPT, \u1ee9ng d\u1ee5ng c\u00f3 t\u1ed1c \u0111\u1ed9 ph\u00e1t tri\u1ec3n nhanh nh\u1ea5t v\u1edbi h\u01a1n 100 tri\u1ec7u ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 sau 2 th\u00e1ng ph\u00e1t h\u00e0nh.\u00a0ChatGPT \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi m\u00f4 h\u00ecnh GPT3 c\u1ee7a OpenAI, hi\u1ec7n \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt \u0111\u1ec3 s\u1eed d\u1ee5ng GPT-3.5 (bao g\u1ed3m c\u00e1c tham s\u1ed1 v\u00e0 tinh ch\u1ec9nh t\u1ed1t h\u01a1n) v\u00e0 GPT-4 (\u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng b\u1ed9 d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o, cho ph\u00e9p t\u00ecm ki\u1ebfm tr\u00ean web v\u00e0 \u0111\u1ea7u v\u00e0o d\u1eef li\u1ec7u \u0111a ph\u01b0\u01a1ng th\u1ee9c).<\/p>\n<p>Gi\u1edbi thi\u1ec7u nhanh v\u1ec1 ChatGPT v\u00e0 n\u1ec1n t\u1ea3ng GPT-X ph\u1ee5 tr\u1ee3 c\u1ee7a n\u00f3;\u00a0n\u00f3 l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) Generative AI \u0111\u01b0\u1ee3c \u0111\u1ecbnh d\u1ea1ng nh\u01b0 m\u1ed9t chatbot t\u1ea1o ra v\u0103n b\u1ea3n g\u1ed1c v\u00e0 to\u00e0n di\u1ec7n theo l\u1eddi nh\u1eafc (prompt).\u00a0B\u1ea1n c\u00f3 th\u1ec3 y\u00eau c\u1ea7u n\u00f3 vi\u1ebft m\u1ed9t b\u00e0i h\u00e1t, tr\u1ea3 l\u1eddi m\u1ed9t c\u00e2u h\u1ecfi, t\u00f3m t\u1eaft v\u0103n b\u1ea3n ho\u1eb7c th\u1eadm ch\u00ed h\u1ed7 tr\u1ee3 ph\u00e1t tri\u1ec3n code. C\u00f4ng c\u1ee5 n\u00e0y th\u1ef1c s\u1ef1 mang t\u00ednh c\u00e1ch m\u1ea1ng khi nhi\u1ec1u c\u00f4ng ty s\u1eed d\u1ee5ng n\u00f3 l\u00e0m API cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng chuy\u00ean bi\u1ec7t nh\u01b0 t\u1ea1o ph\u00e1c th\u1ea3o, h\u1ed7 tr\u1ee3 ng\u1eef ph\u00e1p, vi\u1ebft blog ho\u00e0n ch\u1ec9nh c\u0169ng nh\u01b0 x\u00e1c \u0111\u1ecbnh c\u00e1c l\u1ed7i v\u00e0 sai s\u00f3t trong code.<\/p>\n<p>S\u1ef1 s\u00e1ng t\u1ea1o c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh GenAI l\u00e0 con dao hai l\u01b0\u1ee1i.\u00a0Y\u00eau c\u1ea7u nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y \u0111\u01b0a ra k\u1ebft qu\u1ea3 \u0111\u1ea7u ra c\u00f3 t\u00ednh s\u00e1ng t\u1ea1o cao, c\u00f3 th\u1ec3 g\u00e2y ra \u1ea3o gi\u00e1c m\u1ed9t hi\u1ec7n t\u01b0\u1ee3ng &#8211; trong \u0111\u00f3 k\u1ebft qu\u1ea3 \u0111\u1ea7u ra b\u1ecb sai \u0111\u01b0\u1ee3c ng\u1ee5y trang th\u00e0nh \u0111\u00fang.\u00a0\u0110i\u1ec1u n\u00e0y bao g\u1ed3m AI chuy\u1ec3n v\u0103n b\u1ea3n th\u00e0nh h\u00ecnh \u1ea3nh kh\u00f4ng th\u1ec3 m\u00f4 t\u1ea3 b\u00e0n tay v\u00e0 v\u0103n b\u1ea3n ho\u1eb7c c\u00e1c AI LLM \u0111\u01b0a ra c\u00e1c fact sai. \u0110\u00f4i khi c\u00e1c m\u00f4 h\u00ecnh AI th\u1eadm ch\u00ed c\u00f3 th\u1ec3 khi\u1ebfn ng\u01b0\u1eddi d\u00f9ng ng\u1ea1c nhi\u00ean r\u1eb1ng k\u1ebft qu\u1ea3 \u0111\u1ea7u ra \u0111\u01b0\u1ee3c t\u1ea1o ra l\u00e0 ch\u00ednh x\u00e1c!\u00a0\u0110\u00e3 c\u00f3 nh\u1eefng n\u1ed7 l\u1ef1c nghi\u00eam t\u00fac nh\u1eb1m c\u1ed1 g\u1eafng gi\u1ea3m thi\u1ec3u s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a \u1ea3o gi\u00e1c, nh\u01b0ng do ho\u1ea1t \u0111\u1ed9ng ph\u1ee9c t\u1ea1p b\u00ean trong c\u1ee7a GenAI, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 kh\u00f4ng bao gi\u1edd \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft 100%.<\/p>\n<\/div>\n<\/div>\n<div id=\"HowGenerativeAIModelsareDeveloped?\" class=\"group mb-3\">\n<div class=\"text-block-code-block mb-3\">\n<h2>C\u00e1c m\u00f4 h\u00ecnh GenAI \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n nh\u01b0 th\u1ebf n\u00e0o?<\/h2>\n<p>V\u1ec1 c\u1ed1t l\u00f5i, GenAI li\u00ean quan \u0111\u1ebfn vi\u1ec7c t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 t\u1ea1o n\u1ed9i dung m\u1edbi, nguy\u00ean b\u1ea3n b\u1eb1ng c\u00e1ch h\u1ecdc c\u00e1c m\u1eabu v\u00e0 c\u1ea5u tr\u00fac t\u1eeb c\u00e1c b\u1ed9 d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3.\u00a0Nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y b\u1eaft \u0111\u1ea7u v\u1edbi n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc v\u1ec1 H\u1ecdc m\u00e1y (ML) v\u00e0 s\u1ef1 hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc v\u1ec1 c\u00e1c nguy\u00ean t\u1eafc c\u01a1 b\u1ea3n c\u1ee7a m\u1ea1ng th\u1ea7n kinh nh\u00e2n t\u1ea1o.<\/p>\n<p>\u0110\u1ea7u ti\u00ean, n\u00f3 b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t b\u1ed9 d\u1eef li\u1ec7u r\u1ea5t quan tr\u1ecdng, c\u1ea7n thi\u1ebft \u0111\u1ec3 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c s\u1ef1 ph\u1ee9c t\u1ea1p v\u00e0 c\u00e1c bi\u1ebfn th\u1ec3 trong m\u1ed9t l\u0129nh v\u1ef1c \u0111\u00e3 ch\u1ecdn cho d\u00f9 l\u00e0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh hay c\u00e1c ch\u1ebf \u0111\u1ed9 kh\u00e1c.\u00a0\u0110\u1ec3 \u0111\u00e0o t\u1ea1o v\u00e0 ch\u1ea1y h\u00e0ng tri\u1ec7u t\u1ef7 \u0111i\u1ec3m d\u1eef li\u1ec7u th\u00f4ng qua m\u1ea1ng th\u1ea7n kinh ph\u1ee9c t\u1ea1p \u0111\u00f2i h\u1ecfi ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n d\u1ed3i d\u00e0o, th\u01b0\u1eddng c\u00e1c m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh v\u1edbi nhi\u1ec1u GPU l\u00e0 n\u1ec1n t\u1ea3ng cho c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn c\u00f3 kh\u1ea3 n\u0103ng \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI ph\u1ee9c t\u1ea1p nh\u1ea5t.<\/p>\n<p>B\u1ea3n th\u00e2n qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u0169ng \u0111\u1eb7t ra nh\u1eefng th\u00e1ch th\u1ee9c.\u00a0Vi\u1ec7c \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh GenAI quy m\u00f4 l\u1edbn t\u1ed1n nhi\u1ec1u t\u00e0i nguy\u00ean, \u0111\u00f2i h\u1ecfi th\u1eddi gian v\u00e0 s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n \u0111\u00e1ng k\u1ec3.\u00a0C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea3i v\u1eadt l\u1ed9n v\u1edbi vi\u1ec7c tinh ch\u1ec9nh c\u00e1c tham s\u1ed1 v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 ng\u0103n ch\u1eb7n c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 overfitting ho\u1eb7c mode collapse.\u00a0Qu\u00e1 tr\u00ecnh ph\u1ee9c t\u1ea1p n\u00e0y \u0111\u00f2i h\u1ecfi chuy\u00ean m\u00f4n v\u00e0 s\u1ef1 ki\u00ean nh\u1eabn trong vi\u1ec7c c\u00e2n b\u1eb1ng vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh si\u00eau tham s\u1ed1 v\u00e0 s\u00e0ng l\u1ecdc ki\u1ebfn \u200b\u200btr\u00fac m\u00f4 h\u00ecnh.<\/p>\n<\/div>\n<\/div>\n<div id=\"GenerativeAIinDeepLearning\" class=\"group mb-3\">\n<div class=\"text-block-code-block mb-3\">\n<h2>Generative AI trong\u00a0H\u1ecdc s\u00e2u (DL)<\/h2>\n<p>\u0110\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c, c\u1ea7n ph\u1ea3i c\u00f3 m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u00e1ng k\u1ec3.\u00a0D\u1eef li\u1ec7u c\u00f3 gi\u00e1 tr\u1ecb to l\u1edbn, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong c\u00e1c l\u0129nh v\u1ef1c c\u00f3 d\u1eef li\u1ec7u th\u1ef1c t\u1ebf c\u1ee5 th\u1ec3 cao b\u1ecb h\u1ea1n ch\u1ebf.\u00a0T\u1eadn d\u1ee5ng GenAI \u0111\u1ec3 t\u1ea1o ra d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p gi\u00fap n\u00e2ng cao kh\u1ea3 n\u0103ng \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i.\u00a0D\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p c\u00f3 th\u1ec3 h\u1eefu \u00edch cho vi\u1ec7c \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI khi d\u1eef li\u1ec7u kh\u00f4ng t\u1ed3n t\u1ea1i, ri\u00eang t\u01b0 v\u00e0 m\u1ea5t c\u00e2n b\u1eb1ng.<\/p>\n<ul>\n<li><strong>Hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed:<\/strong>\u00a0Vi\u1ec7c thu th\u1eadp l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u v\u1eeba t\u1ed1n k\u00e9m v\u1eeba m\u1ea5t th\u1eddi gian.\u00a0N\u1ebfu doanh nghi\u1ec7p c\u1ee7a b\u1ea1n ch\u01b0a thu th\u1eadp \u0111\u01b0\u1ee3c l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 th\u00ec s\u1ebd kh\u00f3 c\u00f3 \u0111\u01b0\u1ee3c l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u00e1ng k\u1ec3 \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh thuy\u1ebft ph\u1ee5c.\u00a0D\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o c\u00e1c b\u1ed9 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n l\u1edbn m\u00e0 kh\u00f4ng c\u1ea7n g\u1eafn nh\u00e3n th\u1ee7 c\u00f4ng d\u1ef1a tr\u00ean t\u1eadp h\u1ee3p con d\u1eef li\u1ec7u hi\u1ec7n c\u00f3.<\/li>\n<li><strong>Ri\u00eang t\u01b0 &amp; Nh\u1ea1y c\u1ea3m:<\/strong>\u00a0D\u1eef li\u1ec7u g\u1ed1c c\u00f3 th\u1ec3 ch\u1ee9a th\u00f4ng tin nh\u1ea1y c\u1ea3m, nh\u01b0 l\u1ecbch s\u1eed y t\u1ebf, khi\u1ebfn vi\u1ec7c chia s\u1ebb ho\u1eb7c s\u1eed d\u1ee5ng cho m\u1ee5c \u0111\u00edch \u0111\u00e0o t\u1ea1o tr\u1edf n\u00ean kh\u00f3 kh\u0103n.\u00a0C\u00e1c m\u00f4 h\u00ecnh Generative AI c\u00f3 th\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00e0y v\u00e0 t\u1ea1o ra d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c v\u1ec1 m\u1eb7t th\u1ed1ng k\u00ea t\u01b0\u01a1ng t\u1ef1 nh\u01b0 d\u1eef li\u1ec7u th\u1ef1c nh\u01b0ng kh\u00f4ng ch\u1ee9a b\u1ea5t k\u1ef3 th\u00f4ng tin nh\u1ea1y c\u1ea3m n\u00e0o, nh\u1eb1m gi\u1ea3m thi\u1ec3u nguy c\u01a1 r\u00f2 r\u1ec9 th\u00f4ng tin c\u00e1 nh\u00e2n v\u00e0 \u0111\u1ea3m b\u1ea3o t\u00ednh b\u1ea3o m\u1eadt c\u1ee7a d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m.<\/li>\n<li><strong>D\u1eef li\u1ec7u kh\u00f4ng c\u00e2n b\u1eb1ng v\u00e0 sai l\u1ec7ch:<\/strong>\u00a0D\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p h\u1ed7 tr\u1ee3 x\u00e1c \u0111\u1ecbnh v\u00e0 s\u1eeda ch\u1eefa c\u00e1c sai l\u1ec7ch ti\u1ec1m \u1ea9n \u0111\u01b0\u1ee3c t\u00ecm th\u1ea5y t\u1eeb d\u1eef li\u1ec7u trong th\u1ebf gi\u1edbi th\u1ef1c.\u00a0V\u00ed d\u1ee5: n\u1ebfu c\u00f3 s\u1ef1 thi\u00ean v\u1ecb trong vi\u1ec7c g\u1eafn nh\u00e3n d\u1eef li\u1ec7u cho h\u1ea7u h\u1ebft c\u00e1c b\u00e1c s\u0129 l\u00e0 nam gi\u1edbi, trong \u0111\u00f3 m\u00f4 h\u00ecnh c\u1ee7a b\u1ea1n c\u00f3 th\u1ec3 l\u00e0m gi\u1ea3m m\u1ee5c \u0111\u00edch c\u1ee7a n\u00f3, ng\u0103n ch\u1eb7n s\u1ef1 thi\u00ean v\u1ecb trong m\u00f4 h\u00ecnh c\u1ee7a b\u1ea1n d\u1eabn \u0111\u1ebfn c\u00f3 th\u1ec3 v\u00f4 t\u00ecnh g\u1eedi sai th\u00f4ng \u0111i\u1ec7p.<\/li>\n<li><strong>D\u1eef li\u1ec7u r\u1ee7i ro:<\/strong>\u00a0Trong c\u00e1c t\u00ecnh hu\u1ed1ng khi d\u1eef li\u1ec7u hi\u1ebfm v\u00e0 c\u00f3 r\u1ee7i ro \u0111\u1ec3 nh\u00e2n b\u1ea3n, ch\u1eb3ng h\u1ea1n nh\u01b0 trong c\u00e1c quy tr\u00ecnh y t\u1ebf, ho\u1ea1t \u0111\u1ed9ng c\u00f4ng nghi\u1ec7p ho\u1eb7c m\u00f4 ph\u1ecfng l\u00e1i xe t\u1ef1 \u0111\u1ed9ng, GenAI c\u00f3 th\u1ec3 t\u1ea1o ra d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p nh\u00e2n b\u1ea3n c\u00e1c t\u00ecnh hu\u1ed1ng n\u00e0y m\u00e0 kh\u00f4ng c\u1ea7n thu th\u1eadp d\u1eef li\u1ec7u th\u1ef1c t\u1ebf trong c\u00e1c c\u00e0i \u0111\u1eb7t ph\u1ee9c t\u1ea1p ho\u1eb7c nguy hi\u1ec3m ti\u1ec1m t\u00e0ng.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div id=\"GenerativeAIinLifeScienceandHealthcare\" class=\"group mb-3\">\n<div class=\"text-block-code-block mb-3\">\n<h2>Generative AI trong\u00a0Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe<\/h2>\n<p>Nghi\u00ean c\u1ee9u v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p nh\u1ea5t c\u1ee7a th\u1ebf gi\u1edbi li\u00ean quan r\u1ea5t nhi\u1ec1u \u0111\u1ebfn vi\u1ec7c kh\u00e1m ph\u00e1 v\u00e0 ki\u1ec3m tra c\u00e1c lo\u1ea1i thu\u1ed1c v\u00e0 ph\u00e2n t\u1eed.\u00a0L\u0129nh v\u1ef1c khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng s\u1ebd tr\u1ea3i qua m\u1ed9t s\u1ef1 chuy\u1ec3n \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 th\u00f4ng qua vi\u1ec7c s\u1eed d\u1ee5ng GenAI, v\u00ec n\u00f3 c\u00f3 th\u1ec3 gi\u1ea3m chi ph\u00ed, n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u0169ng nh\u01b0 h\u1ed7 tr\u1ee3 t\u1ea1o b\u00e1o c\u00e1o.<\/p>\n<ul>\n<li><strong>Kh\u00e1m ph\u00e1 thu\u1ed1c:<\/strong>\u00a0C\u00e1c m\u00f4 h\u00ecnh GenAI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u1ec1 ki\u1ebfn \u200b\u200bth\u1ee9c ng\u00e0nh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng b\u1ed9 d\u1eef li\u1ec7u ch\u1ee9a c\u00e1c ph\u00e2n t\u1eed c\u00f3 \u0111\u1eb7c \u0111i\u1ec3m ri\u00eang bi\u1ec7t.\u00a0Sau \u0111\u00f3, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u00f3 th\u1ec3 h\u01b0\u1edbng d\u1eabn c\u00e1c m\u00f4 h\u00ecnh n\u00e0y t\u1ea1o ra c\u00e1c ph\u00e2n t\u1eed m\u1edbi \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau ch\u00ed c\u1ee5 th\u1ec3, \u0111\u00f3ng vai tr\u00f2 l\u00e0 giai \u0111o\u1ea1n ban \u0111\u1ea7u c\u00f3 gi\u00e1 tr\u1ecb trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n thu\u1ed1c.\u00a0C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y kh\u00f4ng ch\u1ec9 ti\u1ebft ki\u1ec7m th\u1eddi gian m\u00e0 c\u00f2n gi\u1ea3m thi\u1ec3u chi ph\u00ed li\u00ean quan \u0111\u1ebfn vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c lo\u1ea1i thu\u1ed1c ti\u1ec1m n\u0103ng.\u00a0C\u00e1c m\u00f4 h\u00ecnh nh\u01b0 AlphaFold \u0111\u00e3 th\u1ef1c hi\u1ec7n \u0111i\u1ec1u n\u00e0y, ph\u00e1t tri\u1ec3n c\u00e1c \u0111\u1ea1i di\u1ec7n c\u1ee7a m\u00f4 h\u00ecnh 3D d\u1ef1a tr\u00ean tr\u00ecnh t\u1ef1 axit amin.<\/li>\n<li><strong>Ki\u1ec3m tra v\u00e0 t\u1ea1o v\u0103n b\u1ea3n:<\/strong>\u00a0C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u khai th\u00e1c kh\u1ea3 n\u0103ng c\u1ee7a GenAI LLM \u0111\u1ec3 chu\u1ea9n h\u00f3a vi\u1ec7c t\u00f3m t\u1eaft c\u00e1c t\u00e0i li\u1ec7u nghi\u00ean c\u1ee9u s\u00e2u r\u1ed9ng.\u00a0Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y cung c\u1ea5p cho c\u00e1c nh\u00e0 khoa h\u1ecdc m\u1ed9t c\u00e1i nh\u00ecn nhanh ch\u00f3ng v\u1ec1 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p v\u00e0 k\u1ebft qu\u1ea3 nghi\u00ean c\u1ee9u, cho ph\u00e9p h\u1ecd n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c b\u1ea3n ch\u1ea5t c\u1ee7a t\u00e0i li\u1ec7u m\u1ed9t c\u00e1ch nhanh ch\u00f3ng.\u00a0Ngo\u00e0i ra, nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y c\u00f2n ch\u1ee9ng t\u1ecf l\u00e0 c\u00f4ng c\u1ee5 t\u1ea1o ra c\u00e1c b\u00e0i b\u00e1o khoa h\u1ecdc ngay t\u1eeb \u0111\u1ea7u.\u00a0B\u1eb1ng c\u00e1ch h\u01b0\u1edbng d\u1eabn AI ph\u00e1c th\u1ea3o ho\u1eb7c t\u1ea1o ra c\u00e1c b\u1ea3n t\u00f3m t\u1eaft ng\u1eafn g\u1ecdn v\u1ec1 c\u00e1c kh\u00e1m ph\u00e1, c\u00e1c nh\u00e0 khoa h\u1ecdc c\u00f3 th\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c b\u1ea3n th\u1ea3o s\u01a1 b\u1ed9 v\u1ec1 b\u00e1o c\u00e1o nghi\u00ean c\u1ee9u c\u1ee7a m\u00ecnh, gi\u1ea3m b\u1edbt n\u1ed7 l\u1ef1c c\u1ee7a con ng\u01b0\u1eddi v\u00e0 \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh t\u1ed5ng th\u1ec3.<\/li>\n<li><strong>Gi\u00e1m s\u00e1t b\u1ec7nh nh\u00e2n:<\/strong>\u00a0GenAI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n v\u00e0 t\u1ea1o k\u1ebf ho\u1ea1ch \u0111i\u1ec1u tr\u1ecb \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a.\u00a0N\u00f3 c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 c\u1ee7a b\u1ec7nh nh\u00e2n v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c b\u1ec7nh ti\u1ec1m \u1ea9n c\u0169ng nh\u01b0 nh\u1eefng ng\u01b0\u1eddi c\u00f3 nguy c\u01a1 b\u1ecb bi\u1ebfn ch\u1ee9ng.\u00a0C\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c chatbot th\u00f4ng minh t\u01b0\u01a1ng t\u00e1c c\u00f3 th\u1ec3 n\u00f3i chuy\u1ec7n v\u1edbi b\u1ec7nh nh\u00e2n v\u1ec1 c\u00e1c tri\u1ec7u ch\u1ee9ng c\u1ee7a h\u1ecd th\u00f4ng qua ng\u00f4n ng\u1eef \u0111\u01a1n gi\u1ea3n.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 b\u1eb1ng c\u00e1ch \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t \u0111i\u1ec1u tr\u1ecb v\u00e0 gi\u1ea3m th\u1eddi gian ch\u1edd \u0111\u1ee3i \u0111\u1ed1i v\u1edbi c\u00e1c cu\u1ed9c g\u1ecdi kh\u00f4ng quan tr\u1ecdng ho\u1eb7c c\u1ea3nh b\u00e1o cho t\u1ed5 ch\u1ee9c khi c\u1ea7n h\u00e0nh \u0111\u1ed9ng kh\u1ea9n c\u1ea5p.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div id=\"GenerativeAIinContentCreation\" class=\"group mb-3\">\n<div class=\"text-block-code-block mb-3\">\n<h2>Generative AI trong s\u00e1ng t\u1ea1o n\u1ed9i dung<\/h2>\n<p>S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a GenAI mang l\u1ea1i c\u00f4ng c\u1ee5 thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i cho c\u00e1c chuy\u00ean gia s\u00e1ng t\u1ea1o.\u00a0Trong l\u0129nh v\u1ef1c t\u1ea1o n\u1ed9i dung, n\u00f3 bi\u1ebfn \u0111\u1ed5i c\u00e1ch ti\u1ebfp c\u1eadn th\u00f4ng th\u01b0\u1eddng \u0111\u1ec3 thi\u1ebft k\u1ebf v\u00e0 t\u1ea1o ho\u1ea1t \u1ea3nh cho m\u00f4i tr\u01b0\u1eddng, nh\u00e2n v\u1eadt v\u00e0 \u0111\u1ed1i t\u01b0\u1ee3ng \u1ea3o.\u00a0Nh\u1eefng \u0111\u1ed5i m\u1edbi n\u00e0y kh\u00f4ng ch\u1ec9 m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng s\u00e1ng t\u1ea1o m\u00e0 c\u00f2n n\u00e2ng cao hi\u1ec7u qu\u1ea3 trong m\u1ed9t lo\u1ea1t quy tr\u00ecnh l\u00e0m vi\u1ec7c s\u00e1ng t\u1ea1o v\u00e0 k\u1ef9 thu\u1eadt.<\/p>\n<ul>\n<li><strong>C\u1ea3m h\u1ee9ng:<\/strong>\u00a0Stable Diffusion, Midjourney v\u00e0 DALLE-2, m\u1eb7c d\u00f9 kh\u00f4ng ph\u1ea3i l\u00e0 kh\u00f4ng ho\u00e0n h\u1ea3o, nh\u01b0ng c\u00f3 th\u1ec3 \u0111\u00f3ng vai tr\u00f2 l\u00e0 ngu\u1ed3n c\u1ea3m h\u1ee9ng.\u00a0C\u00e1c ngh\u1ec7 s\u0129 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh chuy\u1ec3n v\u0103n b\u1ea3n th\u00e0nh h\u00ecnh \u1ea3nh l\u00e0m c\u00f4ng c\u1ee5 hi\u1ec7u qu\u1ea3 \u0111\u1ec3 v\u01b0\u1ee3t qua r\u00e0o c\u1ea3n c\u1ee7a ng\u01b0\u1eddi s\u00e1ng t\u1ea1o, \u0111\u1ea3m b\u1ea3o lu\u1ed3ng \u00fd t\u01b0\u1edfng li\u00ean t\u1ee5c.\u00a0H\u01a1n n\u1eefa, nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u01b0\u1edbng \u0111\u1ec3 m\u00f4 ph\u1ecfng m\u1ed9t phong c\u00e1ch ngh\u1ec7 thu\u1eadt c\u1ee5 th\u1ec3, cho ph\u00e9p t\u1ea1o ra h\u00ecnh \u1ea3nh ph\u00f9 h\u1ee3p ch\u1eb7t ch\u1ebd v\u1edbi th\u1ea9m m\u1ef9 c\u1ee5 th\u1ec3.<\/li>\n<li><strong>T\u1ea1o assets:<\/strong>\u00a0C\u00e1c m\u00f4 h\u00ecnh GenAI c\u00e1ch m\u1ea1ng h\u00f3a ng\u00e0nh nh\u01b0ng \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh t\u1ea1o ra m\u00f4 h\u00ecnh v\u00e0 assets. N\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh 3D th\u00f4 c\u1ee7a c\u00e1c v\u1eadt th\u1ec3, nh\u00e2n v\u1eadt v\u00e0 m\u00f4i tr\u01b0\u1eddng.\u00a0N\u00f3 c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 nhanh ch\u00f3ng t\u1ea1o ra c\u00e1c k\u1ebft c\u1ea5u v\u00e0 v\u1eadt li\u1ec7u \u0111\u01b0\u1ee3c x\u1ebfp t\u1ef1 \u0111\u1ed9ng, gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c cho c\u00e1c ngh\u1ec7 s\u0129 v\u00e0 nh\u00e0 thi\u1ebft k\u1ebf.\u00a0B\u1eb1ng vi\u1ec7c s\u1eed d\u1ee5ng GenAI \u0111\u1ec3 kh\u01a1i d\u1eady nh\u1eefng \u00fd t\u01b0\u1edfng s\u00e1ng t\u1ea1o, vi\u1ec7c l\u1eb7p l\u1ea1i thi\u1ebft k\u1ebf c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c \u0111\u00e1ng k\u1ec3, c\u00f3 gi\u00e1 tr\u1ecb trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 thi\u1ebft k\u1ebf \u00f4 t\u00f4 v\u00e0 s\u1ea3n ph\u1ea9m.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div id=\"TheImpactofGenerativeAI\" class=\"group mb-3\">\n<div class=\"text-block-code-block mb-3\">\n<h2>T\u00e1c \u0111\u1ed9ng c\u1ee7a Generative AI<\/h2>\n<p>Nh\u1eefng l\u1ee3i \u00edch b\u1eaft ngu\u1ed3n t\u1eeb vi\u1ec7c \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh H\u1ecdc s\u00e2u (DL) \u0111\u1ec3 t\u1ea1o ra n\u1ed9i dung g\u1ed1c l\u00e0 r\u1ea5t \u0111\u00e1ng k\u1ec3.\u00a0GenAI trao quy\u1ec1n cho c\u00e1c c\u00e1 nh\u00e2n v\u00e0 chuy\u00ean gia s\u00e1ng t\u1ea1o b\u1eb1ng c\u00e1ch cung c\u1ea5p ph\u01b0\u01a1ng ti\u1ec7n \u0111\u1ec3 v\u01b0\u1ee3t qua th\u1eed th\u00e1ch khi b\u1eaft \u0111\u1ea7u l\u1ea1i t\u1eeb \u0111\u1ea7u, t\u1eeb \u0111\u00f3 n\u00e2ng cao n\u0103ng su\u1ea5t t\u1ed5ng th\u1ec3.\u00a0Kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i ng\u00f4n ng\u1eef ho\u1eb7c \u0111\u1ea7u v\u00e0o th\u00e0nh \u0111\u1ea7u ra s\u00e1ng t\u1ea1o n\u00e0y \u0111\u1ecbnh ngh\u0129a l\u1ea1i c\u00e1c kh\u1ea3 n\u0103ng c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c b\u1eb1ng <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a>.<\/p>\n<p>Tuy nhi\u00ean, vi\u1ec7c th\u1ef1c hi\u1ec7n c\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh \u0111\u01a1n gi\u1ea3n v\u00e0 \u0111\u00f2i h\u1ecfi ngu\u1ed3n l\u1ef1c t\u00ednh to\u00e1n \u0111\u00e1ng k\u1ec3. Nh\u01b0 c\u00e1c m\u00f4 h\u00ecnh AI nh\u01b0 ChatGPT d\u1ef1a v\u00e0o s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a h\u00e0ng ngh\u00ecn m\u00e1y ch\u1ee7 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u1ee9c n\u0103ng c\u1ee7a ch\u00fang c\u00f3 th\u1ec3 truy c\u1eadp \u0111\u01b0\u1ee3c \u0111\u1ed1i v\u1edbi nh\u1eefng ng\u01b0\u1eddi d\u00f9ng \u0111ang t\u00ecm c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y.\u00a0M\u1eb7c d\u00f9 c\u00e1c m\u00f4 h\u00ecnh n\u00e0y l\u00e0 c\u00f4ng khai, nh\u01b0ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh c\u1ee7a ri\u00eang b\u1ea1n \u0111\u00f2i h\u1ecfi ph\u1ea3i c\u00f3 ki\u1ebfn \u200b\u200bth\u1ee9c v\u1ec1 l\u0129nh v\u1ef1c v\u00e0 kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n phong ph\u00fa.<\/p>\n<\/div>\n<p><em>Theo\u00a0<\/em>exxactcorp<\/p>\n<\/div>\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=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=21797\">T\u1eeb &#8220;S\u00e1ng t\u1ea1o&#8221; \u0110\u1ebfn &#8220;H\u00e0nh \u0111\u1ed9ng&#8221;: Kh\u00e1m ph\u00e1 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa Generative AI v\u00e0 Agentic AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21481\">M\u1edf r\u1ed9ng quy m\u00f4 cho h\u1ea1 t\u1ea7ng GenAI on-premise<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=19155\">Sovereign AI l\u00e0 g\u00ec?<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=19248\">T\u00f4i c\u00f3 c\u1ea7n CPU k\u00e9p kh\u00f4ng?<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20193\">LLM: L\u1ecbch s\u1eed v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>S&#7921; xu&#7845;t hi&#7879;n c&#7911;a Generative AI Nh&#7919;ng ti&#7871;n b&#7897; v&agrave; &#273;&#7893;i m&#7899;i trong l&#297;nh v&#7921;c Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o &#273;&atilde; &#273;&#432;&#7907;c n&ecirc;u b&#7853;t b&#7903;i hi&#7879;u su&#7845;t kh&oacute; gi&#7843;i th&iacute;ch c&#7911;a Generative AI (AI t&#7841;o sinh), m&#7897;t m&ocirc; h&igrave;nh mang t&iacute;nh c&aacute;ch m&#7841;ng c&oacute; kh&#7843; n&#259;ng th&#7875; hi&#7879;n s&#7921; s&aacute;ng t&#7841;o &#7845;n t&#432;&#7907;ng v&agrave; kh&ocirc;ng th&#7875;&#8230;<\/p>\n","protected":false},"author":29,"featured_media":18080,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[12,1045],"class_list":["post-18070","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-deep-learning","tag-generative-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung - 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\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"S&#7921; xu&#7845;t hi&#7879;n c&#7911;a Generative AI Nh&#7919;ng ti&#7871;n b&#7897; v&agrave; &#273;&#7893;i m&#7899;i trong l&#297;nh v&#7921;c Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o &#273;&atilde; &#273;&#432;&#7907;c n&ecirc;u b&#7853;t b&#7903;i hi&#7879;u su&#7845;t kh&oacute; gi&#7843;i th&iacute;ch c&#7911;a Generative AI (AI t&#7841;o sinh), m&#7897;t m&ocirc; h&igrave;nh mang t&iacute;nh c&aacute;ch m&#7841;ng c&oacute; kh&#7843; n&#259;ng th&#7875; hi&#7879;n s&#7921; s&aacute;ng t&#7841;o &#7845;n t&#432;&#7907;ng v&agrave; kh&ocirc;ng th&#7875;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/TheGioiMayChu-Blog-Image-genai-usecases.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"TGMC Blog\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"18 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/\"},\"author\":{\"name\":\"TGMC Blog\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/777f41403962330933a4fbcc80bec570\"},\"headline\":\"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung\",\"datePublished\":\"2023-10-19T03:03:41+00:00\",\"dateModified\":\"2023-10-25T00:55:41+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/\"},\"wordCount\":3710,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/TheGioiMayChu-Blog-Image-genai-usecases.jpg\",\"keywords\":[\"deep learning\",\"generative AI\"],\"articleSection\":[\"AI - HPC\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/\",\"name\":\"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung - Blog | TheGioiMayChu\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/TheGioiMayChu-Blog-Image-genai-usecases.jpg\",\"datePublished\":\"2023-10-19T03:03:41+00:00\",\"dateModified\":\"2023-10-25T00:55:41+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/#primaryimage\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/TheGioiMayChu-Blog-Image-genai-usecases.jpg\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/TheGioiMayChu-Blog-Image-genai-usecases.jpg\",\"width\":686,\"height\":387},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Trang ch\u1ee7\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI - HPC\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/.\\\/ai-hpc\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"name\":\"Blog | TheGioiMayChu\",\"description\":\"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7\",\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\",\"name\":\"Blog | TheGioiMayChu\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"width\":500,\"height\":73,\"caption\":\"Blog | TheGioiMayChu\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/thegioimaychu\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/777f41403962330933a4fbcc80bec570\",\"name\":\"TGMC Blog\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g\",\"caption\":\"TGMC Blog\"},\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/author\\\/tgmc\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung - Blog | TheGioiMayChu","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/","twitter_card":"summary_large_image","twitter_title":"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung - Blog | TheGioiMayChu","twitter_description":"S&#7921; xu&#7845;t hi&#7879;n c&#7911;a Generative AI Nh&#7919;ng ti&#7871;n b&#7897; v&agrave; &#273;&#7893;i m&#7899;i trong l&#297;nh v&#7921;c Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o &#273;&atilde; &#273;&#432;&#7907;c n&ecirc;u b&#7853;t b&#7903;i hi&#7879;u su&#7845;t kh&oacute; gi&#7843;i th&iacute;ch c&#7911;a Generative AI (AI t&#7841;o sinh), m&#7897;t m&ocirc; h&igrave;nh mang t&iacute;nh c&aacute;ch m&#7841;ng c&oacute; kh&#7843; n&#259;ng th&#7875; hi&#7879;n s&#7921; s&aacute;ng t&#7841;o &#7845;n t&#432;&#7907;ng v&agrave; kh&ocirc;ng th&#7875;...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/TheGioiMayChu-Blog-Image-genai-usecases.jpg","twitter_misc":{"Written by":"TGMC Blog","Est. reading time":"18 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/"},"author":{"name":"TGMC Blog","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/777f41403962330933a4fbcc80bec570"},"headline":"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung","datePublished":"2023-10-19T03:03:41+00:00","dateModified":"2023-10-25T00:55:41+00:00","mainEntityOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/"},"wordCount":3710,"publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/TheGioiMayChu-Blog-Image-genai-usecases.jpg","keywords":["deep learning","generative AI"],"articleSection":["AI - HPC"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/","url":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/","name":"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung - Blog | TheGioiMayChu","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/#primaryimage"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/TheGioiMayChu-Blog-Image-genai-usecases.jpg","datePublished":"2023-10-19T03:03:41+00:00","dateModified":"2023-10-25T00:55:41+00:00","breadcrumb":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/#primaryimage","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/TheGioiMayChu-Blog-Image-genai-usecases.jpg","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/TheGioiMayChu-Blog-Image-genai-usecases.jpg","width":686,"height":387},{"@type":"BreadcrumbList","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-ung-dung-cua-generative-ai-trong-hoc-sau-khoa-hoc-doi-song-va-sang-tao-noi-dung-p18070\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Trang ch\u1ee7","item":"https:\/\/thegioimaychu.vn\/blog\/"},{"@type":"ListItem","position":2,"name":"AI - HPC","item":"https:\/\/thegioimaychu.vn\/blog\/.\/ai-hpc\/"},{"@type":"ListItem","position":3,"name":"C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a Generative AI trong H\u1ecdc s\u00e2u, Khoa h\u1ecdc \u0111\u1eddi s\u1ed1ng v\u00e0 S\u00e1ng t\u1ea1o n\u1ed9i dung"}]},{"@type":"WebSite","@id":"https:\/\/thegioimaychu.vn\/blog\/#website","url":"https:\/\/thegioimaychu.vn\/blog\/","name":"Blog | TheGioiMayChu","description":"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7","publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/thegioimaychu.vn\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/thegioimaychu.vn\/blog\/#organization","name":"Blog | TheGioiMayChu","url":"https:\/\/thegioimaychu.vn\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","width":500,"height":73,"caption":"Blog | TheGioiMayChu"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/thegioimaychu\/"]},{"@type":"Person","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/777f41403962330933a4fbcc80bec570","name":"TGMC Blog","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g","caption":"TGMC Blog"},"url":"https:\/\/thegioimaychu.vn\/blog\/author\/tgmc\/"}]}},"_links":{"self":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/18070","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/users\/29"}],"replies":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/comments?post=18070"}],"version-history":[{"count":5,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/18070\/revisions"}],"predecessor-version":[{"id":18115,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/18070\/revisions\/18115"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media\/18080"}],"wp:attachment":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media?parent=18070"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/categories?post=18070"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/tags?post=18070"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}