{"id":67633,"date":"2024-04-29T08:47:28","date_gmt":"2024-04-29T01:47:28","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=67633"},"modified":"2024-05-30T17:24:05","modified_gmt":"2024-05-30T10:24:05","slug":"tri-tue-nhan-tao-la-gi","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/","title":{"rendered":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec v\u00e0 \u0111ang thay \u0111\u1ed5i cu\u1ed9c s\u1ed1ng con ng\u01b0\u1eddi ra sao?"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed9i dung b\u00e0i vi\u1ebft<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/#Tri_tue_nhan_tao_la_gi\" >Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/#Lich_su_phat_trien_cua_tri_tue_nhan_tao\" >L\u1ecbch s\u1eed ph\u00e1t tri\u1ec3n c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/#Cac_nhanh_cua_tri_tue_nhan_tao_thuong_gap\" >C\u00e1c nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o th\u01b0\u1eddng g\u1eb7p<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/#Tri_tue_nhan_tao_hoat_dong_nhu_the_nao\" >Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/#Loi_ich_va_tac_hai_cua_tri_tue_nhan_tao\" >L\u1ee3i \u00edch v\u00e0 t\u00e1c h\u1ea1i c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/#Xu_huong_tri_tue_nhan_tao_nam_2024_va_tuong_lai\" >Xu h\u01b0\u1edbng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o n\u0103m 2024 v\u00e0 t\u01b0\u01a1ng lai<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/#Cac_cau_hoi_thuong_gap_ve_tri_tue_nhan_tao\" >C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/#Tong_ket_ve_tri_tue_nhan_tao\" >T\u1ed5ng k\u1ebft v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a><\/li><\/ul><\/nav><\/div>\n<p><b><i>Theo \u01b0\u1edbc t\u00ednh c\u1ee7a <\/i><\/b><a href=\"https:\/\/www.nextmsc.com\/report\/artificial-intelligence-market\" target=\"_blank\" rel=\"noopener\"><b><i>NextMSC<\/i><\/b><\/a><b><i>, quy m\u00f4 th\u1ecb tr\u01b0\u1eddng AI to\u00e0n c\u1ea7u trong n\u0103m 2024 l\u00e0 g\u1ea7n 1 t\u1ef7 USD, v\u1edbi n\u0103m 2022 g\u1ea7n 500 t\u1ef7 USD, v\u00e0 d\u1ef1 ki\u1ebfn s\u1ebd t\u0103ng g\u1ea5p 1.5 l\u1ea7n, l\u00ean \u0111\u1ebfn 2 t\u1ef7 USD, v\u00e0o n\u0103m 2030. \u0110\u00e1ng n\u00f3i, h\u1ea7u h\u1ebft c\u00e1c doanh nghi\u1ec7p \u0111\u1ec1u ch\u1ec9 m\u1edbi b\u1eaft \u0111\u1ea7u h\u00e0nh tr\u00ecnh t\u00ecm hi\u1ec3u c\u00e1c kh\u1ea3 n\u0103ng, ph\u1ea1m vi ti\u1ebfp c\u1eadn v\u00e0 s\u1ee9c m\u1ea1nh c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y. C\u00f9ng ITviec t\u00ecm hi\u1ec3u t\u1ed5ng quan v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong b\u00e0i vi\u1ebft n\u00e0y!<\/i><\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ecdc b\u00e0i vi\u1ebft n\u00e0y \u0111\u1ec3 hi\u1ec3u r\u00f5:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u00e1c nh\u00e1nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u1ee3i \u00edch v\u00e0 t\u00e1c h\u1ea1i c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Xu h\u01b0\u1edbng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o n\u0103m 2024<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Tri_tue_nhan_tao_la_gi\"><\/span><b>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (Artificial Intelligence &#8211; g\u1ecdi t\u1eaft l\u00e0 AI) l\u00e0 s\u1ef1 \u0111\u1ed9t ph\u00e1 c\u1ee7a h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a trong vi\u1ec7c x\u1eed l\u00fd nh\u1eefng t\u00e1c v\u1ee5 v\u1ed1n \u0111\u00f2i h\u1ecfi nh\u1eadn th\u1ee9c t\u1eeb con ng\u01b0\u1eddi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 h\u1ec7 th\u1ed1ng s\u1eed d\u1ee5ng nh\u1eefng c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP), h\u1ecdc m\u00e1y, h\u1ec7 th\u1ed1ng chuy\u00ean gia, m\u1ea1ng robots, \u0111\u1ec3 mang l\u1ea1i \u0111\u1ed9 ch\u00ednh x\u00e1c, kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u1edbi n\u0103ng su\u1ea5t cao.<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td><strong>Lo\u1ea1i AI<\/strong><\/td>\n<td><strong>\u0110\u1ecbnh ngh\u0129a<\/strong><\/td>\n<td><strong>Nhi\u1ec7m V\u1ee5<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o h\u1eb9p (Artificial Narrow Intelligence &#8211; ANI)<\/strong><\/td>\n<td><span style=\"font-weight: 400;\">L\u00e0 lo\u1ea1i \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u00e0 t\u1eadp trung \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 \u0111\u01a1n l\u1ebb b\u1eb1ng c\u00e1ch l\u1ea5y th\u00f4ng tin t\u1eeb m\u1ed9t b\u1ed9 d\u1eef li\u1ec7u c\u1ee5 th\u1ec3.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Ch\u1ee7 y\u1ebfu \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng vi\u1ec7c \u0111\u01a1n l\u1ebb m\u1ed9t c\u00e1ch c\u1ee5 th\u1ec3 v\u00e0 c\u01a1 b\u1ea3n nh\u1ea5t. ANI c\u00f3 th\u1ec3 tham gia v\u00e0o qu\u00e1 tr\u00ecnh nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, \u0111\u1ee9ng \u0111\u1eb1ng sau c\u00e1c t\u00ednh n\u0103ng c\u1ee7a c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm.<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ed5ng h\u1ee3p (Artificial General Intelligence &#8211; AGI)<\/strong><\/td>\n<td><span style=\"font-weight: 400;\">Hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 AI m\u1ea1nh, trong \u0111\u00f3 m\u00e1y m\u00f3c s\u1ebd c\u00f3 tr\u00ed th\u00f4ng minh ngang b\u1eb1ng v\u1edbi con ng\u01b0\u1eddi<\/span><\/td>\n<td><span style=\"font-weight: 400;\">s\u1edf h\u1eefu kh\u1ea3 n\u0103ng t\u1ef1 nh\u1eadn th\u1ee9c v\u00e0 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1, h\u1ecdc h\u1ecfi v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch cho t\u01b0\u01a1ng lai. C\u00f4ng ngh\u1ec7 n\u00e0y s\u1ebd h\u1ec7 th\u1ed1ng ho\u00e1 m\u00e1y m\u00f3c \u0111\u1ec3 th\u1ef1c hi\u1ec7n nhi\u1ec1u t\u00e1c v\u1ee5 c\u00f9ng m\u1ed9t l\u00fac.\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong>Si\u00eau tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (Artificial Super Intelligence &#8211; ASI)<\/strong><\/td>\n<td><span style=\"font-weight: 400;\">L\u00e0 m\u1ed9t c\u1ea5p \u0111\u1ed9 AI v\u01b0\u1ee3t tr\u1ed9i h\u1eb3n so v\u1edbi tr\u00ed tu\u1ec7 v\u00e0 kh\u1ea3 n\u0103ng c\u1ee7a con ng\u01b0\u1eddi.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">ASI c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p nh\u1ea5t v\u1edbi hi\u1ec7u su\u1ea5t v\u01b0\u1ee3t tr\u1ed9i v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o, gi\u00fap \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh t\u1ea1o ra c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi v\u00e0 t\u00ecm ra gi\u1ea3i ph\u00e1p m\u00e0 ng\u00e0y nay ch\u00fang ta th\u1eadm ch\u00ed kh\u00f4ng th\u1ec3 t\u01b0\u1edfng t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/ai-la-gi\/\" target=\"_blank\" rel=\"noopener\"><strong>Gi\u1ea3i m\u00e3 m\u1ee9c thu nh\u1eadp h\u1ea5p d\u1eabn c\u1ee7a AI Engineer<\/strong><\/a><\/em><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Lich_su_phat_trien_cua_tri_tue_nhan_tao\"><\/span><b>L\u1ecbch s\u1eed ph\u00e1t tri\u1ec3n c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">T\u1eeb khi \u0111\u01b0\u1ee3c ph\u00e1t minh \u0111\u1ebfn th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 ghi l\u1ea1i r\u1ea5t nhi\u1ec1u d\u1ea5u \u1ea5n trong h\u00e0nh tr\u00ecnh ph\u00e1t tri\u1ec3n. C\u00f9ng \u0111i\u1ec3m qua m\u1ed9t s\u1ed1 m\u1ed1c l\u1ecbch s\u1eed \u1ea5n t\u01b0\u1ee3ng c\u1ee7a AI:<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td><strong>1940s &#8211; 1950s:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">S\u1ef1 h\u00ecnh th\u00e0nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u00a0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 c\u1ed9t m\u1ed1c \u0111\u00e1nh d\u1ea5u s\u1ef1 ra \u0111\u1eddi v\u1ec1 kh\u00e1i ni\u1ec7m tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, n\u1ed5i b\u1eadt nh\u1ea5t c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn nh\u01b0 cu\u1ed1n s\u00e1ch v\u1edbi t\u1ef1a \u0111\u1ec1 &#8220;<\/span><a href=\"https:\/\/www.amazon.com\/Computing-Machinery-Intelligence-K%C3%B6nnen-Maschinen\/dp\/3150196477\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Computing Machinery and Intelligence<\/span><\/a><span style=\"font-weight: 400;\">\u201d (T\u1ea1m d\u1ecbch: M\u00e1y t\u00ednh v\u00e0 tr\u00ed th\u00f4ng minh) c\u1ee7a nh\u00e0 to\u00e1n h\u1ecdc ng\u01b0\u1eddi Anh, Alan Turing.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d4ng \u0111\u1ec1 xu\u1ea5t m\u1ed9t ph\u00e9p t\u00ednh m\u00e0 v\u1eabn \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ebfn ng\u00e0y nay g\u1ecdi l\u00e0 Ph\u00e9p th\u1eed Turing, m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p \u0111o l\u01b0\u1eddng t\u01b0 duy c\u1ee7a h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh b\u1eb1ng c\u00e1ch so s\u00e1nh gi\u1eefa kh\u1ea3 n\u0103ng suy ngh\u0129 c\u1ee7a m\u00e1y t\u00ednh th\u00f4ng qua c\u00e1c c\u00e2u h\u1ecfi v\u00e0 c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a con ng\u01b0\u1eddi.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\"><strong>1960s:<\/strong><\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nh\u1eefng \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ea7u ti\u00ean ra \u0111\u1eddi<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Ti\u1ec1m n\u0103ng c\u1ee7a AI ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n khi h\u00e0ng lo\u1ea1t c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh nh\u01b0 LISP, COBOL v\u00e0 FORTRAN, c\u0169ng nh\u01b0 chatbot \u0111\u1ea7u ti\u00ean c\u00f3 t\u00ean &#8216;ELIZA&#8217; ra \u0111\u1eddi. Ti\u1ebfp \u0111\u1ebfn l\u00e0 chi\u1ebfc m\u00e1y t\u00ednh c\u00f3 t\u00ean &#8216;Mark 1 Perceptron&#8217;, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean m\u1ea1ng th\u1ea7n kinh nh\u00e2n t\u1ea1o (biological neural network &#8211; BNN).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hay Nh\u1eadt B\u1ea3n ch\u1ebf t\u1ea1o th\u00e0nh c\u00f4ng \u2018WABOT-1,\u2019 m\u1eabu robot h\u00ecnh ng\u01b0\u1eddi \u0111\u1ea7u ti\u00ean, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n v\u00e0 hu\u1ea5n luy\u1ec7n \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau.<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong>1970s &#8211; 1980s:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">M\u00f9a \u0111\u00f4ng AI<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Giai \u0111o\u1ea1n m\u00f9a \u0111\u00f4ng AI (AI Winter) l\u00e0 nh\u1eefng b\u01b0\u1edbc ti\u1ebfn l\u00f9i c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y khi c\u00e1c kho\u1ea3n t\u00e0i tr\u1ee3 t\u1eeb ch\u00ednh ph\u1ee7 hay s\u1ef1 quan t\u00e2m \u0111\u1ebfn AI gi\u1ea3m do li\u00ean t\u1ee5c x\u1ea3y ra nh\u1eefng d\u1ef1 \u00e1n th\u1ea5t b\u1ea1i.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, \u0111\u00e2y c\u0169ng l\u00e0 l\u00fac AI \u0111\u01b0\u1ee3c t\u0103ng nh\u1eadn th\u1ee9c tr\u00ean ph\u01b0\u01a1ng di\u1ec7n tri th\u1ee9c, ch\u1eb3ng h\u1ea1n nh\u01b0 l\u00e0 s\u1ef1 th\u00e0nh l\u1eadp c\u1ee7a ph\u00f2ng th\u00ed nghi\u1ec7m AI c\u1ee7a \u0110\u1ea1i h\u1ecdc Stanford v\u00e0o n\u0103m 1963.<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong>1990s:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">\u1ee8ng d\u1ee5ng AI trong c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n \u0111\u00e1nh d\u1ea5u s\u1ef1 h\u1ed3i sinh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o nh\u1edd v\u00e0o nh\u1eefng ti\u1ebfn b\u1ed9 trong thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y (machine learning), v\u00e0 s\u1ef1 gia t\u0103ng v\u1ec1 kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n. Th\u1eddi \u0111i\u1ec3m n\u00e0y l\u00e0 l\u00fac c\u00e1c \u1ee9ng d\u1ee5ng AI tham gia v\u00e0o vi\u1ec7c khai th\u00e1c d\u1eef li\u1ec7u, ch\u1ea9n \u0111o\u00e1n y t\u1ebf v\u00e0 s\u1ef1 kh\u1edfi \u0111\u1ea7u c\u1ee7a Internet.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\"><strong>2000s:<\/strong><\/span><\/p>\n<p><span style=\"font-weight: 400;\">K\u1ef7 nguy\u00ean m\u1edbi c\u1ee7a AI<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 k\u1ef7 nguy\u00ean ch\u1ee9ng ki\u1ebfn nh\u1eefng c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u1ea5t ra \u0111\u1eddi, l\u00e0 s\u1ef1 tham gia c\u1ee7a AI v\u00e0o cu\u1ed9c s\u1ed1ng h\u1eb1ng ng\u00e0y c\u1ee7a con ng\u01b0\u1eddi, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm tr\u00ean Internet (Google, Microsoft Bing).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00ean c\u1ea1nh \u0111\u00f3, Roomba c\u1ee7a iRobot gi\u00fap vi\u1ec7c d\u1ecdn d\u1eb9p hi\u1ec7u qu\u1ea3 h\u01a1n b\u1eb1ng c\u00e1c s\u00e1ng ch\u1ebf v\u1ec1 robot h\u00fat b\u1ee5i. Nh\u1eadt B\u1ea3n cho th\u1ea5y s\u1ef1 \u0111i \u0111\u1ea7u v\u1ec1 robot AI v\u1edbi kh\u1ea3 n\u0103ng \u0111i l\u1ea1i v\u00e0 th\u1ef1c hi\u1ec7n vi\u1ec7c ph\u1ee5c v\u1ee5 trong nh\u00e0 h\u00e0ng. V\u1ec1 l\u0129nh v\u1ef1c khoa h\u1ecdc, c\u00e1c d\u1ef1 \u00e1n nh\u01b0 Blue Brain \u0111\u00e3 t\u1eadn d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 m\u00f4 ph\u1ecfng b\u1ed9 n\u00e3o con ng\u01b0\u1eddi.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\"><strong>2020s:<\/strong><\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n c\u1ee7a cu\u1ed9c s\u1ed1ng con ng\u01b0\u1eddi<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Gi\u1edd \u0111\u00e2y, AI \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y c\u1ee7a con ng\u01b0\u1eddi v\u00e0 \u0111\u00e3 c\u00f3 ch\u1ed7 \u0111\u1ee9ng cho m\u00ecnh trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p. N\u1ed5i b\u1eadt nh\u1ea5t l\u00e0 s\u1ef1 tham gia c\u1ee7a AI trong l\u0129nh v\u1ef1c y t\u1ebf \u0111\u00e3 gi\u00fap ch\u1ea9n \u0111o\u00e1n b\u1ec7nh nhanh h\u01a1n con ng\u01b0\u1eddi v\u00e0 c\u00e1 nh\u00e2n h\u00f3a k\u1ebf ho\u1ea1ch \u0111i\u1ec1u tr\u1ecb.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u1eeb n\u0103m 2020 tr\u1edf \u0111i \u0111\u00e3 ch\u1ee9ng ki\u1ebfn nh\u1eefng chatbot s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (Large language model &#8211; LLM) \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng c\u00e2u tr\u1ea3 l\u1eddi t\u1eeb l\u1ec7nh ng\u01b0\u1eddi d\u00f9ng \u0111\u1eb7t ra, c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 (th\u1eadm ch\u00ed thay th\u1ebf) nh\u1eefng c\u00f4ng vi\u1ec7c c\u1ee7a con ng\u01b0\u1eddi nh\u01b0 ChatGPT, robot t\u1ef1 \u0111\u1ed9ng (robot h\u00fat b\u1ee5i), n\u1ec1n t\u1ea3ng gi\u1ea3i tr\u00ed (Netflix) v\u00e0 m\u1ea1ng x\u00e3 h\u1ed9i (Facebook, Instagram) s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n AI v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 n\u1eafm \u0111\u01b0\u1ee3c h\u00e0nh vi v\u00e0 c\u1ea3i thi\u1ec7n t\u00ednh c\u00e1 nh\u00e2n ho\u00e1 trong tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Cac_nhanh_cua_tri_tue_nhan_tao_thuong_gap\"><\/span><b>C\u00e1c nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o th\u01b0\u1eddng g\u1eb7p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Nghi\u00ean c\u1ee9u AI \u0111\u00e3 ph\u00e1t tri\u1ec3n th\u00e0nh c\u00f4ng c\u00e1c \u1ee9ng d\u1ee5ng hi\u1ec7u qu\u1ea3 \u0111\u1ec3 gi\u1ea3i quy\u1ebft nhi\u1ec1u v\u1ea5n \u0111\u1ec1. Tuy nhi\u00ean, \u0111\u1eb1ng sau h\u1ec7 th\u1ed1ng \u0111\u00f3 l\u00e0 c\u00e1c nh\u00e1nh c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1edbi tr\u1ecdng t\u00e2m v\u00e0 b\u1ed9 k\u1ef9 thu\u1eadt ri\u00eang, bao g\u1ed3m:<\/span><\/p>\n<h3><span style=\"font-weight: 400;\"><strong>H\u1ecdc m\u00e1y (Machine Learning)<\/strong><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 kh\u00e1i ni\u1ec7m li\u00ean quan \u0111\u1ebfn vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a n\u00f3 t\u1eeb d\u1eef li\u1ec7u m\u1eabu (training data). Thu\u1eadt to\u00e1n ML \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111a d\u1ea1ng, bao g\u1ed3m nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh, l\u1ecdc th\u01b0 r\u00e1c v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c th\u01b0 vi\u1ec7n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng: Scikit-Learn, NumPy, Pandas cho Python v\u00e0 Tidyverse cho R.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\"><strong>H\u1ecdc s\u00e2u (Deep Learning)<\/strong><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c con c\u1ee7a h\u1ecdc m\u00e1y m\u00f4 t\u1ea3 qu\u00e1 tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng v\u1edbi c\u00e1c m\u1ea1ng n\u01a1-ron nh\u00e2n t\u1ea1o v\u00e0 th\u00f4ng qua c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 b\u1eaft ch\u01b0\u1edbc kh\u1ea3 n\u0103ng t\u01b0 duy v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u c\u1ee7a b\u1ed9 n\u00e3o con ng\u01b0\u1eddi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c th\u01b0 vi\u1ec7n nh\u01b0: Keras, Tensorflow, Pytorch h\u1ed7 tr\u1ee3 nhi\u1ec1u ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\"><strong>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (Natural language processing &#8211; NLP)<\/strong><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">X\u1eed l\u00fd s\u1ef1 t\u01b0\u01a1ng t\u00e1c gi\u1eefa m\u00e1y t\u00ednh v\u00e0 ng\u00f4n ng\u1eef c\u1ee7a con ng\u01b0\u1eddi. K\u1ef9 thu\u1eadt NLP \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hi\u1ec3u v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef c\u1ee7a con ng\u01b0\u1eddi v\u00e0 trong c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c nhau, bao g\u1ed3m d\u1ecbch m\u00e1y, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i v\u00e0 ph\u00e2n t\u00edch v\u0103n b\u1ea3n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c th\u01b0 vi\u1ec7n n\u1ed5i ti\u1ebfng nh\u01b0: NLTK, spaCy, TextBlob.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\"><strong>H\u1ec7 th\u1ed1ng chuy\u00ean gia<\/strong><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh m\u00e1y t\u00ednh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 m\u00f4 ph\u1ecfng kh\u1ea3 n\u0103ng suy lu\u1eadn v\u00e0 ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a c\u00e1c chuy\u00ean gia.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng n\u00e0y \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i bao g\u1ed3m ch\u1ea9n \u0111o\u00e1n y t\u1ebf, l\u1eadp k\u1ebf ho\u1ea1ch t\u00e0i ch\u00ednh v\u00e0 d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng.<\/span><\/p>\n<blockquote><p><span style=\"font-weight: 400;\">Th\u01b0 vi\u1ec7n m\u00e3 gen <a href=\"https:\/\/deepmind.google\/technologies\/alphafold\/\" target=\"_blank\" rel=\"noopener\"><strong>AlphaFold<\/strong><\/a> l\u00e0 m\u1ed9t trong nh\u1eefng v\u00ed d\u1ee5 r\u1ea5t n\u1ed5i ti\u1ebfng c\u00f3 th\u1ec3 t\u1ea1o n\u00ean cu\u1ed9c c\u00e1ch m\u1ea1ng trong t\u00ecm ra ph\u01b0\u01a1ng ph\u00e1p ch\u1eefa ung th\u01b0.<\/span><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Tri_tue_nhan_tao_hoat_dong_nhu_the_nao\"><\/span><b>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Ho\u1ea1t \u0111\u1ed9ng c\u1ee7a AI \u0111\u01b0\u1ee3c h\u00ecnh th\u00e0nh qua 5 b\u01b0\u1edbc: \u0111\u1ea7u v\u00e0o, x\u1eed l\u00fd, k\u1ebft qu\u1ea3, \u0111i\u1ec1u ch\u1ec9nh v\u00e0 \u0111\u00e1nh gi\u00e1. Nh\u1eefng b\u01b0\u1edbc n\u00e0y th\u1ef1c hi\u1ec7n theo m\u1ed9t v\u00f2ng l\u1eb7p \u0111\u1ec3 gi\u00fap AI c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c qua m\u1ed7i th\u1ebf h\u1ec7.<\/span><b><\/b><\/p>\n<h3><b>\u0110\u1ea7u v\u00e0o<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u1ea7u v\u00e0o l\u00e0 d\u1eef li\u1ec7u v\u00e0o \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0 c\u01a1 s\u1edf d\u1eef li\u1ec7u, API, hay c\u1ea3m bi\u1ebfn c\u00f3 th\u1ec3 l\u00e0 d\u01b0\u1edbi d\u1ea1ng v\u0103n b\u1ea3n, \u00e2m thanh, video, v.v.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng c\u1ea7n chu\u1ea9n b\u1ecb m\u1ed9t kho l\u01b0u tr\u1eef d\u1eef li\u1ec7u tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u1ed5ng l\u1ed3 \u0111\u1ec3 ghi l\u1ea1i l\u01b0\u01a1ng th\u00f4ng tin c\u1ee7a c\u00e1c d\u1ef1 \u00e1n nh\u01b0 nh\u1eefng t\u1eadp c\u01a1 s\u1edf d\u1eef li\u1ec7u, h\u1ed3 d\u1eef li\u1ec7u (data lake), \u0111\u1ebfn \u0111\u1ea1i d\u01b0\u01a1ng d\u1eef li\u1ec7u (data ocean), v\u00e0 nhi\u1ec1u kho ph\u00e2n t\u00e1n kh\u00e1c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Khi \u0111\u00e3 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong h\u1ec7 th\u1ed1ng, d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp th\u00e0nh c\u00e1c danh m\u1ee5c, v\u00ed d\u1ee5 nh\u01b0 bao g\u1ed3m nh\u1eefng th\u00f4ng tin n\u00e0o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ecdc b\u1eb1ng thu\u1eadt to\u00e1n v\u00e0 nh\u1eefng th\u00f4ng tin n\u00e0o kh\u00f4ng th\u1ec3 \u0111\u1ecdc \u0111\u01b0\u1ee3c. Sau \u0111\u00f3, b\u1ea1n s\u1ebd t\u1ea1o giao th\u1ee9c v\u00e0 ti\u00eau ch\u00ed \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u cho c\u00e1c m\u1ee5c ti\u00eau c\u1ee5 th\u1ec3. C\u00e1c d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c chia ng\u1eabu nhi\u00ean v\u00e0o hai lo\u1ea1i m\u1eabu: m\u1eabu \u0111\u1ec3 h\u1ecdc v\u00e0 m\u1eabu \u0111\u1ec3 ki\u1ec3m tra.<\/span><b><\/b><\/p>\n<h3><b>Ti\u1ec1n x\u1eed l\u00fd v\u00e0 Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Sau khi thu th\u1eadp d\u1eef li\u1ec7u, b\u1ea1n c\u1ea7n ph\u1ea3i th\u1ef1c hi\u1ec7n quy tr\u00ecnh ti\u1ec1n x\u1eed l\u00fd v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u00f4 th\u00e0nh m\u1ed9t lo\u1ea1i \u0111\u1ecbnh d\u1ea1ng ph\u00f9 h\u1ee3p v\u1edbi m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Qu\u00e1 tr\u00ecnh n\u00e0y bao g\u1ed3m l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u, tr\u00edch xu\u1ea5t t\u00ednh n\u0103ng, chu\u1ea9n ho\u00e1 v\u00e0 gi\u1ea3m k\u00edch th\u01b0\u1edbc.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cu\u1ed1i c\u00f9ng, trong giai \u0111o\u1ea1n hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI, d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp v\u00e0 gi\u1ea3i m\u00e3 th\u00f4ng qua vi\u1ec7c nh\u1eadn di\u1ec7n ch\u00fang v\u1edbi nh\u1eefng c\u00e1i t\u01b0\u01a1ng t\u1ef1 \u0111\u00e3 l\u1eadp tr\u00ecnh s\u1eb5n trong h\u1ec7 th\u1ed1ng. Qu\u00e1 tr\u00ecnh n\u00e0y AI c\u00f3 th\u1ec3 h\u1ecdc d\u1eef li\u1ec7u t\u1eeb m\u1eabu \u0111\u1ec3 h\u1ecdc th\u00f4ng qua 2 h\u00ecnh th\u1ee9c l\u00e0 c\u00f3 gi\u00e1m s\u00e1t (supervised learning) v\u00e0 kh\u00f4ng gi\u00e1m s\u00e1t (unsupervised learning).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI s\u1ebd bao g\u1ed3m vi\u1ec7c l\u1ef1a ch\u1ecdn c\u00e1c thu\u1eadt to\u00e1n, ki\u1ebfn tr\u00fac v\u00e0 khung ph\u00f9 h\u1ee3p d\u1ef1a tr\u00ean v\u1ea5n \u0111\u1ec1 v\u00e0 ngu\u1ed3n l\u1ef1c s\u1eb5n c\u00f3, v\u00ed d\u1ee5 ch\u1ecdn GPU ho\u1eb7c b\u1ed9 t\u0103ng t\u1ed1c ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o.<\/span><b><\/b><\/p>\n<h3><b>K\u1ebft qu\u1ea3<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Sau b\u01b0\u1edbc hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1eabu ki\u1ec3m tra t\u1eeb b\u01b0\u1edbc 1 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 \u0111\u1ed9 ch\u00ednh x\u00e1c. \u1ede b\u01b0\u1edbc n\u00e0y, AI \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh xem d\u1eef li\u1ec7u c\u1ee5 th\u1ec3 l\u00e0 \u201c\u0111\u1ea1t\u201d hay \u201ckh\u00f4ng \u0111\u1ea1t,\u201d hay \u0111\u01a1n gi\u1ea3n l\u00e0 xem li\u1ec7u d\u1eef li\u1ec7u \u0111\u00f3 c\u00f3 kh\u1edbp v\u1edbi c\u00e1c m\u1eabu tr\u01b0\u1edbc \u0111\u00f3 kh\u00f4ng. T\u1eeb \u0111\u00f3 x\u00e1c \u0111\u1ecbnh k\u1ebft qu\u1ea3 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh hay kh\u00f4ng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u00e1nh gi\u00e1 k\u1ebft qu\u1ea3 bao g\u1ed3m ph\u00e2n t\u00edch hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh AI \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c s\u1ed1 li\u1ec7u v\u00e0 k\u1ef9 thu\u1eadt \u0111\u00e1nh gi\u00e1 ph\u00f9 h\u1ee3p. Quy tr\u00ecnh n\u00e0y c\u00f3 th\u1ec3 bao g\u1ed3m vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c b\u1ed9 x\u00e1c th\u1ef1c ho\u1eb7c x\u00e1c th\u1ef1c ch\u00e9o \u0111\u1ec3 so s\u00e1nh c\u00e1c m\u00f4 h\u00ecnh ho\u1eb7c si\u00eau tham s\u1ed1 kh\u00e1c nhau. \u0110\u1ec3 k\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u nh\u1ea5t cho ng\u01b0\u1eddi d\u00f9ng, c\u1ea7n k\u1ebft h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 c\u00f4ng ngh\u1ec7 tr\u1ef1c quan v\u00e0 k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch th\u1ed1ng k\u00ea.\u00a0<\/span><\/p>\n<h3><b>\u0110i\u1ec1u ch\u1ec9nh<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">N\u1ebfu k\u1ebft qu\u1ea3 ki\u1ec3m tra ch\u01b0a \u0111\u1ea1t, c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh quy t\u1eafc c\u1ee7a thu\u1eadt to\u00e1n cho ph\u00f9 h\u1ee3p v\u1edbi t\u1eadp d\u1eef li\u1ec7u m\u1edbi hay thay \u0111\u1ed5i thu\u1eadt to\u00e1n.<\/span><b><\/b><\/p>\n<h3><b>\u0110\u00e1nh gi\u00e1<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">B\u01b0\u1edbc cu\u1ed1i c\u00f9ng \u0111\u1ec3 AI ho\u00e0n th\u00e0nh nhi\u1ec7m v\u1ee5 \u0111\u01b0\u1ee3c giao l\u00e0 \u0111\u00e1nh gi\u00e1. T\u1ea1i \u0111\u00e2y, c\u00f4ng ngh\u1ec7 AI t\u1ed5ng h\u1ee3p nh\u1eefng th\u00f4ng tin thu \u0111\u01b0\u1ee3c t\u1eeb t\u1eadp d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra k\u1ebft qu\u1ea3 v\u00e0 \u0111i\u1ec1u ch\u1ec9nh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">M\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u00e0 \u0111\u00e1nh gi\u00e1 c\u1ea7n \u0111\u01b0\u1ee3c tri\u1ec3n khai v\u00e0o m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 d\u1ef1 \u0111o\u00e1n ho\u1eb7c th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 trong th\u1eddi gian th\u1ef1c. \u0110i\u1ec1u n\u00e0y li\u00ean quan \u0111\u1ebfn vi\u1ec7c thi\u1ebft l\u1eadp API, nh\u00e1nh d\u1ecbch v\u1ee5 kh\u00f4ng c\u00f3 m\u00e1y ch\u1ee7 \u0111\u1ec3 hi\u1ec3n th\u1ecb ch\u1ee9c n\u0103ng c\u1ee7a m\u00f4 h\u00ecnh.\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Loi_ich_va_tac_hai_cua_tri_tue_nhan_tao\"><\/span><b> L\u1ee3i \u00edch v\u00e0 t\u00e1c h\u1ea1i c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>L\u1ee3i \u00edch c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><\/h3>\n<table>\n<tbody>\n<tr>\n<td><strong>L\u1ee3i \u00edch<\/strong><\/td>\n<td><strong>M\u00f4 t\u1ea3<\/strong><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">H\u1ea1n ch\u1ebf sai s\u00f3t trong c\u00e1c t\u00e1c v\u1ee5<\/span><\/td>\n<td><span style=\"font-weight: 400;\">C\u00e1c h\u1ec7 th\u1ed1ng AI, khi \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh ch\u00ednh x\u00e1c, s\u1ebd kh\u00f4ng x\u1ea3y ra l\u1ed7i do ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n, t\u1eeb \u0111\u00f3, n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3, \u0111\u1ed3ng th\u1eddi ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 t\u00e0i nguy\u00ean.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh l\u1eb7p \u0111i l\u1eb7p l\u1ea1i<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Thay v\u00ec ph\u1ea3i t\u1ef1 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, AI gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh, cho ph\u00e9p ch\u1ec9 c\u1ea7n nh\u1eadp d\u1eef li\u1ec7u v\u00e0o m\u1ed9t l\u1ea7n, gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian c\u1ee7a nh\u00e2n vi\u00ean.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">X\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn<\/span><\/td>\n<td><span style=\"font-weight: 400;\">C\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng v\u00e0 dung l\u01b0\u1ee3ng l\u1edbn m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, tr\u00edch xu\u1ea5t v\u00e0 chuy\u1ec3n \u0111\u1ed5i th\u00f4ng tin li\u00ean quan \u0111\u1ec3 ph\u00e2n t\u00edch s\u00e2u h\u01a1n.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Cho ph\u00e9p \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng<\/span><\/td>\n<td><span style=\"font-weight: 400;\">S\u1eed d\u1ee5ng thu\u1eadt to\u00e1n \u0111\u1ec3 \u0110\u1ea9y nhanh qu\u00e1 tr\u00ecnh thu th\u1eadp th\u00f4ng tin v\u00e0 t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u, \u0111\u1ea3m b\u1ea3o t\u00ednh kh\u1ea3 d\u1ee5ng li\u00ean t\u1ee5c \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Gi\u00fap c\u1ea3i thi\u1ec7n quy tr\u00ecnh v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c<\/span><\/td>\n<td><span style=\"font-weight: 400;\">T\u0103ng hi\u1ec7u qu\u1ea3, n\u0103ng su\u1ea5t v\u00e0 doanh thu c\u1ee7a c\u00f4ng ty b\u1eb1ng c\u00e1ch t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u00e0 t\u1ea1o quy tr\u00ecnh l\u00e0m vi\u1ec7c t\u1ed1t h\u01a1n, \u00edt x\u1ea3y ra l\u1ed7i.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">S\u1eb5n s\u00e0ng l\u00e0m vi\u1ec7c to\u00e0n th\u1eddi gian<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Ho\u1ea1t \u0111\u1ed9ng 24\/7, x\u1eed l\u00fd c\u00e1c c\u00f4ng vi\u1ec7c l\u1eb7p \u0111i l\u1eb7p l\u1ea1i li\u00ean t\u1ee5c m\u00e0 kh\u00f4ng l\u00e0m gi\u1ea3m n\u0103ng su\u1ea5t c\u1ee7a con ng\u01b0\u1eddi.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><b>Khuy\u1ebft \u0111i\u1ec3m c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">B\u00ean c\u1ea1nh l\u1ee3i \u00edch, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u0169ng c\u00f3 nh\u1eefng y\u1ebfu \u0111i\u1ec3m c\u1ea7n \u0111\u01b0\u1ee3c xem x\u00e9t tr\u01b0\u1edbc khi \u1ee9ng d\u1ee5ng:<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td><strong>Khuy\u1ebft \u0111i\u1ec3m<\/strong><\/td>\n<td><strong>M\u00f4 t\u1ea3<\/strong><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Chi ph\u00ed cao<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Vi\u1ec7c ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng AI r\u1ea5t t\u1ed1n k\u00e9m, \u0111\u00f2i h\u1ecfi \u0111\u1ea7u t\u01b0 \u0111\u00e1ng k\u1ec3 v\u00e0o ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Kh\u00f4ng c\u00f3 t\u00ednh s\u00e1ng t\u1ea1o<\/span><\/td>\n<td><span style=\"font-weight: 400;\">AI thi\u1ebfu t\u00ednh s\u00e1ng t\u1ea1o b\u1edfi v\u00ec n\u00f3 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u00e0 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u00f3 s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0110e do\u1ea1 ngh\u1ec1 nghi\u1ec7p<\/span><\/td>\n<td><span style=\"font-weight: 400;\">S\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o Robot v\u00e0 AI c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u s\u1ef1 tham gia c\u1ee7a con ng\u01b0\u1eddi \u1edf m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c, hay th\u1eadm ch\u00ed l\u00e0 th\u1ea5t vi\u1ec7c cho m\u1ed9t s\u1ed1 ng\u00e0nh ngh\u1ec1 nh\u01b0 b\u00e1n h\u00e0ng, nh\u00e2n vi\u00ean ng\u00e2n h\u00e0ng, v.v.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">V\u00f4 c\u1ea3m<\/span><\/td>\n<td><span style=\"font-weight: 400;\">AI thi\u1ebfu kh\u1ea3 n\u0103ng h\u00ecnh th\u00e0nh c\u00e1c k\u1ebft n\u1ed1i c\u1ea3m x\u00fac, hay n\u00f3i \u0111\u00fang h\u01a1n, vi\u1ec7c thi\u1ebfu t\u00ednh \u0111\u1ea1o \u0111\u1ee9c l\u00e0m d\u1ea5y l\u00ean lo ng\u1ea1i v\u1ec1 nh\u1eefng ti\u1ebfn b\u1ed9 kh\u00f4ng \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t c\u00f3 kh\u1ea3 n\u0103ng \u0111e d\u1ecda nh\u00e2n lo\u1ea1i.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Xu_huong_tri_tue_nhan_tao_nam_2024_va_tuong_lai\"><\/span><b>Xu h\u01b0\u1edbng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o n\u0103m 2024 v\u00e0 t\u01b0\u01a1ng lai<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang ng\u00e0nh c\u00e0ng ph\u00e1t tri\u1ec3n r\u00f5 r\u1ec7t. V\u00ec v\u1eady, c\u00e1c chuy\u00ean gia c\u00f4ng ngh\u1ec7 v\u1edbi t\u1ea7m nh\u00ecn l\u1edbn \u0111ang v\u1ebd ra m\u1ed9t b\u1ee9c tranh v\u1edbi c\u00e1c xu h\u01b0\u1edbng AI c\u1ea7n \u0111\u01b0\u1ee3c xem x\u00e9t trong n\u0103m 2024:<\/span><b><\/b><\/p>\n<h3><b>Chatbot t\u00f9y ch\u1ec9nh<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">N\u0103m 2024 c\u00f3 th\u1ec3 s\u1ebd ch\u1ee9ng ki\u1ebfn s\u1ef1 ra \u0111\u1eddi c\u1ee7a c\u00e1c chatbot tu\u1ef3 ch\u1ec9nh cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng x\u00e2y d\u1ef1ng ngay c\u1ea3 khi kh\u00f4ng bi\u1ebft c\u00e1ch vi\u1ebft code. AI gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 kh\u00f4ng ch\u1ec9 x\u1eed l\u00fd v\u0103n b\u1ea3n m\u00e0 c\u00f2n c\u1ea3 h\u00ecnh \u1ea3nh v\u00e0 video, v\u00e0 nhi\u1ec1u kh\u1ea3 n\u0103ng m\u1edbi. <\/span><span style=\"font-weight: 400;\">\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1eb1ng c\u00e1c \u2018g\u00e3 kh\u1ed5ng l\u1ed3\u2019 c\u00f4ng ngh\u1ec7 nh\u01b0 Google v\u00e0 OpenAI.<\/span><\/p>\n<blockquote><p><span style=\"font-weight: 400;\">Khi OpenAI cho ra m\u1eaft <a href=\"https:\/\/openai.com\/sora\" target=\"_blank\" rel=\"noopener\"><strong>Sora<\/strong><\/a> &#8211; m\u1ed9t m\u00f4 h\u00ecnh chuy\u1ec3n v\u0103n b\u1ea3n th\u00e0nh video v\u1edbi \u0111\u1ed9 d\u00e0i t\u1ed1i \u0111a m\u1ed9t ph\u00fat trong khi v\u1eabn duy tr\u00ec ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh v\u00e0 tu\u00e2n th\u1ee7 l\u1eddi nh\u1eafc c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, v\u00e0o th\u00e1ng 2\/ 2024 \u0111\u00e3 t\u1ea1o ra m\u1ed9t c\u00fa &#8220;hit&#8221; l\u1edbn.<\/span><\/p><\/blockquote>\n<h3><b>M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef nh\u1ecf (Small language models &#8211; SLM)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">M\u00f4 h\u00ecnh AI l\u1edbn \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i nh\u1edd v\u00e0o kh\u1ea3 n\u0103ng x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn. Tuy nhi\u00ean, \u0111i\u1ec1u n\u00e0y \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y s\u1ebd c\u1ea7n nhi\u1ec1u n\u0103ng l\u01b0\u1ee3ng \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng, g\u00e2y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn m\u00f4i tr\u01b0\u1eddng. V\u00ec v\u1eady, n\u0103m 2024 s\u1ebd ch\u1ee9ng ki\u1ebfn s\u1ef1 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef nh\u1ecf (Small language models &#8211; SLM).<\/span><\/p>\n<blockquote><p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5, <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/phi-2-the-surprising-power-of-small-language-models\/\" target=\"_blank\" rel=\"noopener\"><strong>Phi 2<\/strong><\/a> c\u1ee7a Microsoft l\u00e0 SLM d\u1ef1a tr\u00ean m\u00e1y bi\u1ebfn \u00e1p \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 v\u00e0 linh ho\u1ea1t khi tri\u1ec3n khai tr\u00ean n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y v\u00e0 bi\u00ean.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Theo Microsoft, Phi 2 th\u1ec3 hi\u1ec7n hi\u1ec7u n\u0103ng v\u01b0\u1ee3t tr\u1ed9i v\u1ec1 kh\u1ea3 n\u0103ng suy lu\u1eadn to\u00e1n h\u1ecdc, hi\u1ec3u bi\u1ebft th\u00f4ng th\u01b0\u1eddng, hi\u1ec3u ng\u00f4n ng\u1eef v\u00e0 suy lu\u1eadn logic.<\/span><\/p><\/blockquote>\n<table>\n<tbody>\n<tr>\n<td><b>Y\u1ebfu t\u1ed1<\/b><\/td>\n<td><b>SLM (Small Language Model)<\/b><\/td>\n<td><b>LLM (Large Language Model)\u00a0\u00a0<\/b><\/td>\n<\/tr>\n<tr>\n<td><strong>K\u00edch th\u01b0\u1edbc<\/strong><\/td>\n<td><span style=\"font-weight: 400;\">C\u00f3 th\u1ec3 c\u00f3 \u00edt h\u01a1n 15 tri\u1ec7u tham s\u1ed1.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">C\u00f3 th\u1ec3 c\u00f3 h\u00e0ng tr\u0103m t\u1ef7 tham s\u1ed1.<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong>Y\u00eau c\u1ea7u t\u00ednh to\u00e1n<\/strong><\/td>\n<td><span style=\"font-weight: 400;\">C\u00f3 th\u1ec3 th\u1ef1c thi ch\u1ec9 v\u1edbi b\u1ed9 x\u1eed l\u00fd thi\u1ebft b\u1ecb di \u0111\u1ed9ng<\/span><\/td>\n<td><span style=\"font-weight: 400;\">C\u1ea7n h\u00e0ng tr\u0103m b\u1ed9 x\u1eed l\u00fd GPU.<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong>Hi\u1ec7u su\u1ea5t<\/strong><\/td>\n<td><span style=\"font-weight: 400;\">C\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 \u0111\u01a1n gi\u1ea3n.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">C\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p, \u0111a d\u1ea1ng.<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong>Kh\u1ea3 n\u0103ng tri\u1ec3n khai<\/strong><\/td>\n<td><span style=\"font-weight: 400;\">D\u1ec5 d\u00e0ng tri\u1ec3n khai h\u01a1n trong m\u00f4i tr\u01b0\u1eddng c\u00f3 h\u1ea1n ch\u1ebf v\u1ec1 t\u00e0i nguy\u00ean<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0110\u00f2i h\u1ecfi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng n\u00e2ng cao.<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong>\u0110\u00e0o t\u1ea1o<\/strong><\/td>\n<td><span style=\"font-weight: 400;\">M\u1ed9t tu\u1ea7n<\/span><\/td>\n<td><span style=\"font-weight: 400;\">V\u00e0i th\u00e1ng<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><b>Robot \u0111a nhi\u1ec7m<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00e1c chuy\u00ean gia v\u1ec1 robot \u0111ang s\u1eed d\u1ee5ng \u00fd t\u01b0\u1edfng t\u1eeb AI \u0111\u1ec3 t\u1ea1o ra nh\u1eefng robot c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111a nhi\u1ec7m, kh\u00f4ng t\u1eadp trung v\u00e0o m\u1ed9t nhi\u1ec7m v\u1ee5 duy nh\u1ea5t. Thay v\u00ec c\u00f3 nhi\u1ec1u ch\u01b0\u01a1ng tr\u00ecnh nh\u1ecf v\u1edbi m\u1ed9t t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3, robot \u0111a nhi\u1ec7m \u0111\u01b0\u1ee3c h\u00ecnh th\u00e0nh t\u1eeb ch\u01b0\u01a1ng tr\u00ecnh l\u1edbn, t\u00edch h\u1ee3p t\u1ea5t c\u1ea3 v\u00e0o m\u1ed9t.<\/span><b><\/b><\/p>\n<h3><b>\u0110a m\u00f4 h\u00ecnh (Multimodal AI Models)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 xu h\u01b0\u1edbng gi\u00fap tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o th\u1ef1c hi\u1ec7n nhi\u1ec1u t\u00e1c v\u1ee5 ho\u00e0n to\u00e0n kh\u00e1c nhau. M\u1ed9t s\u1ed1 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef minh ho\u1ea1 qu\u00e1 tr\u00ecnh n\u00e0y bao g\u1ed3m Mistral, Llama 2 v\u00e0 GPT-4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c t\u1eadn d\u1ee5ng c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u AI \u0111a d\u1ea1ng, hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c m\u00f4 h\u00ecnh ph\u1ed5 bi\u1ebfn nh\u01b0 GPT-4V hay LLava c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 t\u00ednh \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0o ho\u1ea1t \u0111\u1ed9ng doanh nghi\u1ec7p m\u1ed9t c\u00e1ch n\u0103ng \u0111\u1ed9ng v\u00e0 tr\u1ef1c quan h\u01a1n.<\/span><b><\/b><\/p>\n<h3><b>AI ch\u1ea1y b\u1eb1ng m\u00e1y t\u00ednh l\u01b0\u1ee3ng t\u1eed (Quantum AI)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Xu h\u01b0\u1edbng n\u00e0y khai th\u00e1c m\u00e1y t\u00ednh l\u01b0\u1ee3ng t\u1eed \u0111\u1ec3 ch\u1ea1y c\u00e1c thu\u1eadt to\u00e1n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, l\u00e0 m\u1ed9t ph\u00e1t minh ti\u1ebfn b\u1ed9 v\u01b0\u1ee3t gi\u1edbi h\u1ea1n c\u1ee7a \u0111i\u1ec7n to\u00e1n c\u1ed5 \u0111i\u1ec3n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ho\u1ea1t \u0111\u1ed9ng v\u1edbi c\u00e1c bit l\u01b0\u1ee3ng t\u1eed (quantum bits &#8211; qubit), kh\u00e1c v\u1edbi c\u00e1c bit th\u00f4ng th\u01b0\u1eddng, v\u00ec ch\u00fang t\u1eadn d\u1ee5ng kh\u1ea3 n\u0103ng t\u1ed3n t\u1ea1i \u0111\u1ed3ng th\u1eddi \u1edf nhi\u1ec1u tr\u1ea1ng th\u00e1i. \u0110i\u1ec1u n\u00e0y l\u00e0 s\u01b0 c\u1ea3i thi\u1ec7n theo c\u1ea5p s\u1ed1 nh\u00e2n v\u1edbi s\u1ee9c m\u1ea1nh x\u1eed l\u00fd, cho ph\u00e9p AI l\u01b0\u1ee3ng t\u1eed ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd c\u00e1c b\u1ed9 d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p, r\u1ed9ng l\u1edbn v\u1edbi t\u1ed1c \u0111\u1ed9 ch\u01b0a t\u1eebng c\u00f3.<\/span><b><\/b><\/p>\n<h3><b>AI c\u00f3 lu\u1ed3ng suy ngh\u0129 v\u00e0 t\u1ef1 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh h\u00e0nh \u0111\u1ed9ng (Autonomous Agents In Generative AI)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang \u1edf tr\u1ea1ng th\u00e1i chuy\u1ec3n \u0111\u1ed5i s\u00e2u s\u1eafc d\u01b0\u1edbi s\u1ef1 th\u00fac \u0111\u1ea9y t\u1eeb c\u00e1c t\u00e1c nh\u00e2n t\u1ef1 tr\u1ecb k\u1ebft h\u1ee3p AI \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u00e0 c\u00e1c thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nh\u1edd v\u00e0o \u1ee9ng d\u1ee5ng th\u01b0 vi\u1ec7n thu\u1eadt to\u00e1n LangChain v\u00e0 LlamaIndex, AI c\u00f3 th\u1ec3 t\u1ef1 h\u00e0nh \u0111\u1ed9ng theo t\u1eebng b\u01b0\u1edbc \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c giao v\u00e0 \u0111\u01b0a ra k\u1ebft lu\u1eadn s\u00e1ng su\u1ed1t.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cac_cau_hoi_thuong_gap_ve_tri_tue_nhan_tao\"><\/span><b> C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>AI c\u00f3 nh\u1eadn th\u1ee9c kh\u00f4ng?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">AI kh\u00f4ng c\u00f3 nh\u1eadn th\u1ee9c, theo <a href=\"https:\/\/news.northeastern.edu\/2022\/06\/16\/google-sentient-ai-concerns\/\" target=\"_blank\" rel=\"noopener\">c\u00e1c chuy\u00ean gia nh\u1eadn \u0111\u1ecbnh<\/a> t\u1ea1i th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nguy\u00ean nh\u00e2n ch\u00ednh \u0111\u01b0\u1ee3c cho l\u00e0 v\u00ec con ng\u01b0\u1eddi ch\u01b0a th\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 t\u1ea1o ra \u201cnh\u1eadn th\u1ee9c\u201d, c\u0169ng nh\u01b0 ch\u01b0a n\u1eafm \u0111\u01b0\u1ee3c &#8220;nh\u1eadn th\u1ee9c&#8221; th\u1ef1c s\u1ef1 l\u00e0 g\u00ec. B\u00ean c\u1ea1nh \u0111\u00f3, \u0111i\u1ec1u n\u00e0y c\u0169ng tr\u1edf n\u00ean kh\u00f3 kh\u1ea3 thi khi thi\u1ebfu s\u1ef1 h\u1ed7 tr\u1ee3 t\u1eeb c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn to\u00e0n c\u1ea7u nh\u01b0 Google, Apple, Meta, Microsoft.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nh\u1eefng &#8220;g\u00e3 kh\u1ed5ng l\u1ed3&#8221; n\u00e0y \u0111ang t\u1eadp trung v\u00e0o l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ed5ng h\u1ee3p (AGI) \u0111\u1ec3 t\u1ea1o ra m\u1ed9t c\u1ed7 m\u00e1y tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft nhi\u1ec1u v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p, c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a thay v\u00ec t\u1ea1o ra &#8220;nh\u1eadn th\u1ee9c&#8221; cho AI.<\/span><b><\/b><\/p>\n<h3><b>M\u1ed1i quan h\u1ec7 gi\u1eefa AI, Machine Learning v\u00e0 Deep Learning l\u00e0 g\u00ec?<\/b><b><\/b><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-67699 aligncenter\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/04\/tri-tue-nhan-tao-la-gi-machine-learning-deep-learning-vippro.png\" alt=\"tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o - machine learning - deep learning\" width=\"1990\" height=\"1799\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/04\/tri-tue-nhan-tao-la-gi-machine-learning-deep-learning-vippro.png 1990w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/04\/tri-tue-nhan-tao-la-gi-machine-learning-deep-learning-vippro-300x271.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/04\/tri-tue-nhan-tao-la-gi-machine-learning-deep-learning-vippro-1327x1200.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/04\/tri-tue-nhan-tao-la-gi-machine-learning-deep-learning-vippro-200x181.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/04\/tri-tue-nhan-tao-la-gi-machine-learning-deep-learning-vippro-100x90.png 100w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/04\/tri-tue-nhan-tao-la-gi-machine-learning-deep-learning-vippro-498x450.png 498w\" sizes=\"auto, (max-width: 1990px) 100vw, 1990px\" \/><\/p>\n<p style=\"text-align: center;\"><em>M\u1ed1i li\u00ean h\u1ec7 gi\u1eefa AI, Machine Learning (H\u1ecdc m\u00e1y), v\u00e0 Deep Learning (H\u1ecdc s\u00e2u).<\/em><\/p>\n<p><span style=\"font-weight: 400;\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) l\u00e0 m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh c\u00f4ng ngh\u1ec7 c\u00f3 kh\u1ea3 n\u0103ng c\u1ea3m nh\u1eadn, h\u00e0nh \u0111\u1ed9ng, v\u00e0 l\u00e0m quen v\u1edbi nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng kh\u00e1c nhau nh\u01b0 b\u1ed9 n\u00e3o con ng\u01b0\u1eddi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u1ecdc m\u00e1y (machine learning) l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a AI, l\u00e0 nh\u1eefng thu\u1eadt to\u00e1n \u0111\u1ee9ng \u0111\u1eb1ng sau gi\u00fap c\u1ea3i thi\u1ec7n b\u1ed9 m\u00e1y th\u00f4ng qua nh\u1eefng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c h\u1ecdc.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u1ecdc s\u00e2u (deep learning) l\u00e0 m\u1ed9t nh\u00e1nh con c\u1ee7a AI v\u00e0 h\u1ecdc m\u00e1y, v\u00e0 l\u00e0 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh v\u1edbi nhi\u1ec1u l\u1edbp cho ph\u00e9p x\u1eed l\u00fd l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u, n\u00e2ng cao kh\u1ea3 n\u0103ng nh\u1eadn d\u1ea1ng t\u1eeb c\u00e1c m\u1eabu \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh s\u1eb5n v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh.<\/span><b><\/b><\/p>\n<h3><b>C\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh s\u1eed d\u1ee5ng trong tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec?<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Python (ph\u1ed5 bi\u1ebfn nh\u1ea5t)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">R (ph\u1ed5 bi\u1ebfn nh\u00ec)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Scala (ph\u1ed5 bi\u1ebfn th\u1ee9 ba)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Java\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Julia<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">JavaScript<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C++<\/span><\/li>\n<\/ul>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/cpp-la-gi\/\" target=\"_blank\" rel=\"noopener\"><strong>C++ l\u00e0 g\u00ec: T\u1ed5ng quan v\u1ec1 C++ v\u00e0 Nh\u1eefng c\u00e2u h\u1ecfi C++ th\u01b0\u1eddng g\u1eb7p<\/strong><\/a><\/em><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Tong_ket_ve_tri_tue_nhan_tao\"><\/span><b>T\u1ed5ng k\u1ebft v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang ph\u00e1t tri\u1ec3n v\u01b0\u1ee3t b\u1eadt h\u01a1n bao gi\u1edd h\u1ebft, v\u1edbi t\u00ednh \u1ee9ng d\u1ee5ng ng\u00e0y c\u00e0ng r\u1ed9ng r\u00e3i. Th\u00f4ng qua b\u00e0i vi\u1ebft n\u00e0y, vi\u1ec7c hi\u1ec3u \u0111\u01b0\u1ee3c kh\u00e1i ni\u1ec7m, c\u00e1c nh\u00e1nh c\u00f4ng ngh\u1ec7 thi\u1ebft l\u1eadp, c\u00e1ch ho\u1ea1t \u0111\u1ed9ng, hay xu h\u01b0\u1edbng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 l\u1ee3i th\u1ebf \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u t\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y m\u1ed9t c\u00e1ch th\u00f4ng minh \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1eddi s\u1ed1ng m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/span><\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"sp-no-webp wp-image-5668 aligncenter sp-no-webp entered lazyloaded\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2.png\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2-200x200.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2-60x60.png 60w\" alt=\"robby-2\" width=\"300\" height=\"300\" data-lazy-src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2.png\" data-lazy-sizes=\"(max-width: 300px) 100vw, 300px\" data-lazy-srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2-200x200.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2-60x60.png 60w\" data-ll-status=\"loaded\" \/><\/figure>\n<\/div>\n<p id=\"block-bdf220a1-3635-4794-9101-81d879939b92\" class=\"has-text-align-center\" style=\"text-align: center;\"><strong>B\u1ea1n th\u1ea5y b\u00e0i vi\u1ebft hay v\u00e0 h\u1eefu \u00edch? \u0110\u1eebng ng\u1ea1i Share v\u1edbi b\u1ea1n b\u00e8 v\u00e0 \u0111\u1ed3ng nghi\u1ec7p nh\u00e9.<\/strong><\/p>\n<p id=\"block-a1315aab-406f-48df-97fc-6b9584e6e134\" class=\"has-text-align-center\" style=\"text-align: center;\"><strong>V\u00e0 nhanh tay tham kh\u1ea3o\u00a0<a href=\"http:\/\/itviec.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">vi\u1ec7c l\u00e0m IT<\/a>\u00a0\u201cch\u1ea5t\u201d tr\u00ean ITviec<\/strong>!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Theo \u01b0\u1edbc t\u00ednh c\u1ee7a NextMSC, quy m\u00f4 th\u1ecb tr\u01b0\u1eddng AI to\u00e0n c\u1ea7u trong n\u0103m 2024 l\u00e0 g\u1ea7n 1 t\u1ef7 USD, v\u1edbi n\u0103m 2022 g\u1ea7n 500 t\u1ef7 USD, v\u00e0 d\u1ef1 ki\u1ebfn s\u1ebd t\u0103ng g\u1ea5p 1.5 l\u1ea7n, l\u00ean \u0111\u1ebfn 2 t\u1ef7 USD, v\u00e0o n\u0103m 2030. \u0110\u00e1ng n\u00f3i, h\u1ea7u h\u1ebft c\u00e1c doanh nghi\u1ec7p \u0111\u1ec1u ch\u1ec9 m\u1edbi b\u1eaft \u0111\u1ea7u [&hellip;]<\/p>\n","protected":false},"author":206,"featured_media":67697,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[109],"tags":[],"class_list":["post-67633","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chuyen-mon-it"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o: T\u1ed5ng quan v\u00e0 Xu h\u01b0\u1edbng AI 2024 - ITviec Blog<\/title>\n<meta name=\"description\" content=\"Th\u1ecb tr\u01b0\u1eddng AI to\u00e0n c\u1ea7u d\u1ef1 ki\u1ebfn s\u1ebd \u0111\u1ea1t 2 t\u1ef7 USD v\u00e0o n\u0103m 2030. 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