{"id":69610,"date":"2024-05-22T09:20:50","date_gmt":"2024-05-22T02:20:50","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=69610"},"modified":"2024-10-04T17:10:19","modified_gmt":"2024-10-04T10:10:19","slug":"lo-trinh-hoc-tri-tue-nhan-tao","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/lo-trinh-hoc-tri-tue-nhan-tao\/","title":{"rendered":"L\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chi ti\u1ebft nh\u1ea5t cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u"},"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\/lo-trinh-hoc-tri-tue-nhan-tao\/#Tai_sao_nen_hoc_tri_tue_nhan_tao\" >T\u1ea1i sao n\u00ean h\u1ecdc 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-2\" href=\"https:\/\/itviec.com\/blog\/lo-trinh-hoc-tri-tue-nhan-tao\/#Can_nhung_ky_nang_chuyen_mon_gi_de_hoc_tri_tue_nhan_tao\" >C\u1ea7n nh\u1eefng k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n g\u00ec \u0111\u1ec3 h\u1ecdc 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\/lo-trinh-hoc-tri-tue-nhan-tao\/#Lo_trinh_hoc_tri_tue_nhan_tao_cho_nguoi_moi_bat_dau\" >L\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u<\/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\/lo-trinh-hoc-tri-tue-nhan-tao\/#Cau_hoi_thuong_gap_ve_lo_trinh_hoc_tri_tue_nhan_tao\" >C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 l\u1ed9 tr\u00ecnh h\u1ecdc 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-5\" href=\"https:\/\/itviec.com\/blog\/lo-trinh-hoc-tri-tue-nhan-tao\/#Tong_ket_Lo_trinh_hoc_tri_tue_nhan_tao\" >T\u1ed5ng k\u1ebft L\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a><\/li><\/ul><\/nav><\/div>\n<p><b><i>N\u00ean b\u1eaft \u0111\u1ea7u h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o nh\u01b0 th\u1ebf n\u00e0o? \u0110\u00e2y l\u00e0 c\u00e2u h\u1ecfi \u0111\u01b0\u1ee3c r\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi quan t\u00e2m nh\u1edd v\u00e0o s\u1ef1 ph\u00e1t tri\u1ec3n v\u01b0\u1ee3t b\u1eadt c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0 t\u00ednh \u1ee9ng d\u1ee5ng ng\u00e0y c\u00e0ng hi\u1ec7n h\u1eefu c\u1ee7a n\u00f3 trong c\u00e1c l\u0129nh v\u1ef1c. B\u00e0i vi\u1ebft sau \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n gi\u1ea3i \u0111\u00e1p c\u00e1c th\u1eafc m\u1eafc t\u1ea1i sao n\u00ean h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft, l\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chi ti\u1ebft \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o v\u00e0 b\u1eaft \u0111\u1ea7u ngay!<\/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;\">T\u1ea1i sao b\u1ea1n n\u00ean h\u1ecdc 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\u1ea7n nh\u1eefng k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n g\u00ec \u0111\u1ec3 h\u1ecdc 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\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">5 kh\u00f3a h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o mi\u1ec5n ph\u00ed<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Tai_sao_nen_hoc_tri_tue_nhan_tao\"><\/span><b> T\u1ea1i sao n\u00ean h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Th\u1ecb tr\u01b0\u1eddng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang m\u1edf r\u1ed9ng h\u01a1n bao gi\u1edd h\u1ebft v\u00e0 \u0111\u00e3 \u0111ang t\u1ea1o nhi\u1ec1u c\u01a1 h\u1ed9i ph\u00e1t tri\u1ec3n cho c\u00e1c l\u0129nh v\u1ef1c. N\u1ed5i b\u1eadt nh\u01b0 v\u00e0o n\u0103m 2021, c\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u00e3 mang l\u1ea1i m\u1ee9c \u0111\u1ecbnh gi\u00e1 cho m\u1ed9t doanh nghi\u1ec7p l\u00ean \u0111\u1ebfn 1 t\u1ef7 USD, t\u0103ng <\/span><a href=\"https:\/\/www.trade.gov\/global-artificial-intelligence-market-report\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">442%<\/span><\/a><span style=\"font-weight: 400;\"> trong v\u00f2ng 1 n\u0103m t\u1eeb 2020 \u0111\u1ebfn 2021. V\u1edbi ti\u1ec1m n\u0103ng v\u01b0\u1ee3t b\u1eadc, kh\u00f4ng qu\u00e1 ng\u1ea1c nhi\u00ean khi c\u00e1c ngu\u1ed3n \u0111\u1ea7u t\u01b0 \u0111\u1ed5 v\u00e0o th\u1ecb tr\u01b0\u1eddng n\u00e0y \u0111\u01b0\u1ee3c b\u00e1o c\u00e1o l\u00e0 ng\u00e0y c\u00e0ng nhi\u1ec1u v\u1edbi gi\u00e1 tr\u1ecb cao, th\u1eadm ch\u00ed l\u00ean \u0111\u1ebfn 66.8 t\u1ef7 trong n\u0103m 2021.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00ean c\u1ea1nh \u0111\u00f3, c\u00f4ng ngh\u1ec7 n\u00e0y c\u0169ng \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n l\u00e0 s\u1ebd mang l\u1ea1i cho n\u1ec1n kinh t\u1ebf to\u00e0n c\u1ea7u <\/span><a href=\"https:\/\/market.us\/report\/artificial-intelligence-market\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">15.7 ngh\u00ecn t\u1ef7 USD<\/span><\/a><span style=\"font-weight: 400;\"> v\u00e0o n\u0103m 2030, v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n c\u1ed1t l\u00f5i cho s\u1ef1 ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u1ea1i Vi\u1ec7t Nam, theo b\u00e1o c\u00e1o trong n\u0103m 2022, l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 th\u00f4ng tin \u0111\u1ea1t doanh thu \u0111\u1ea1t m\u1ee9c h\u01a1n <\/span><a href=\"https:\/\/www.vietnam-briefing.com\/news\/ai-in-vietnam-opportunities-and-challenges.html\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">3 ngh\u00ecn t\u1ef7 Vi\u1ec7t Nam \u0110\u1ed3ng<\/span><\/a><span style=\"font-weight: 400;\"> (t\u01b0\u01a1ng \u0111\u01b0\u01a1ng 164.6 t\u1ef7 USD). Vi\u1ec7t Nam c\u0169ng \u0111\u01b0\u1ee3c Oxford Insights (m\u1ed9t t\u1ed5 ch\u1ee9c t\u01b0 v\u1ea5n v\u1ec1 chi\u1ebfn l\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 AI \u1edf Anh) c\u00f4ng nh\u1eadn l\u00e0 m\u1ed9t trong nh\u1eefng qu\u1ed1c gia \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o n\u1ed5i tr\u1ed9i nh\u1ea5t v\u00e0o n\u0103m 2023.<\/span><\/p>\n<blockquote><p><em>\u0110\u1ecdc \u0111\u1ea7y \u0111\u1ee7 t\u1ea1i: <a href=\"https:\/\/itviec.com\/blog\/tri-tue-nhan-tao-la-gi\/\" target=\"_blank\" rel=\"noopener\"><strong>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?<\/strong><\/a><\/em><\/p><\/blockquote>\n<p><span style=\"font-weight: 400;\">T\u1eeb nh\u1eefng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c b\u00e1o c\u00e1o, c\u00f3 th\u1ec3 k\u1ebft lu\u1eadn r\u1eb1ng s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang ng\u00e0y m\u1ed9t v\u01b0\u01a1n xa, d\u1eabn \u0111\u1ebfn nhu c\u1ea7u t\u00ecm hi\u1ec3u v\u1ec1 AI c\u1ee7a con ng\u01b0\u1eddi c\u0169ng nhi\u1ec1u h\u01a1n. V\u1eady t\u1ea1i sao b\u1ea1n n\u00ean h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o?<\/span><\/p>\n<h3><b> T\u00e1c \u0111\u1ed9ng to\u00e0n c\u1ea7u<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Vai tr\u00f2 c\u1ee7a c\u00f4ng ngh\u1ec7 <\/span><span style=\"font-weight: 400;\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/span><span style=\"font-weight: 400;\"> \u0111ang d\u1ea7n hi\u1ec7n h\u1eefu trong c\u00e1c quan tr\u1ecdng nh\u01b0 y t\u1ebf, gi\u00e1o d\u1ee5c v\u00e0 t\u00e0i ch\u00ednh. \u0110\u00e2y \u0111\u01b0\u1ee3c cho l\u00e0 \u0111\u1ed9ng l\u1ef1c th\u00fac \u0111\u1ea9y s\u1ef1 chuy\u1ec3n h\u01b0\u1edbng t\u1edbi m\u1ed9t cu\u1ed9c c\u00e1ch m\u1ea1ng chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a n\u1ec1n kinh t\u1ebf to\u00e0n c\u1ea7u.<\/span><\/p>\n<h3><b> C\u00e1c c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u00e1t tri\u1ec3n c\u0169ng \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c nhi\u1ec1u c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng h\u01a1n. Nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, nh\u1eefng ngh\u1ec1 li\u00ean quan \u0111\u1ebfn AI nh\u01b0 Data Scientist, AI Prompt Engineer, v.v li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 tuy\u1ec3n d\u1ee5ng s\u0103n \u0111\u00f3n v\u1edbi m\u1ee9c l\u01b0\u01a1ng h\u1eadu h\u0129nh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, c\u00e1c ngh\u1ec1 nghi\u1ec7p trong ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec1u y\u00eau c\u1ea7u k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n n\u00e2ng cao li\u00ean quan \u0111\u1ebfn c\u00f4ng ngh\u1ec7 nh\u01b0 h\u1ecdc m\u00e1y (ML), h\u1ecdc s\u00e2u (DL), v\u00e0 \u0111\u00f4i khi l\u00e0 vi\u1ebft code. Nh\u01b0ng c\u0169ng v\u00ec v\u1eady m\u00e0 c\u00e1c chuy\u00ean vi\u00ean trong ng\u00e0nh nh\u1eadn \u0111\u01b0\u1ee3c m\u1ee9c l\u01b0\u01a1ng kh\u00e1 h\u1eadu h\u0129nh. Ch\u1eb3ng h\u1ea1n nh\u01b0, theo <\/span><strong><a href=\"https:\/\/itviec.com\/blog\/bao-cao-luong-it\/\" target=\"_blank\" rel=\"noopener\">B\u00e1o c\u00e1o L\u01b0\u01a1ng IT 2023 &#8211; 2024<\/a><\/strong><span style=\"font-weight: 400;\"> c\u1ee7a ITviec, m\u1ed9t <a href=\"https:\/\/itviec.com\/blog\/ai-la-gi\/\" target=\"_blank\" rel=\"noopener\">AI Engineer<\/a> v\u1edbi 5-8 n\u0103m kinh nghi\u1ec7m c\u00f3 th\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c m\u1ee9c l\u01b0\u01a1ng l\u00ean \u0111\u1ebfn 75 tri\u1ec7u VND cho m\u1ed9t th\u00e1ng.<\/span><\/p>\n<h3><b> L\u1ee3i th\u1ebf c\u1ea1nh tranh<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">AI \u0111ang ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n, v\u00e0 n\u1ebfu b\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng \u0111\u01b0\u1ee3c th\u1ebf m\u1ea1nh c\u1ee7a lo\u1ea1i c\u00f4ng ngh\u1ec7 n\u00e0y b\u1eb1ng c\u00e1ch li\u00ean t\u1ee5c trau d\u1ed3i h\u1ecdc h\u1ecfi, ch\u1eafc ch\u1eafn b\u1ea1n s\u1ebd c\u00f3 l\u1ee3i th\u1ebf c\u1ea1nh tranh khi \u1ee9ng tuy\u1ec3n v\u00e0o m\u1ed9t c\u00f4ng vi\u1ec7c v\u1ec1 AI.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i ra, k\u1ec3 c\u1ea3 kh\u00f4ng tr\u1ef1c ti\u1ebfp l\u00e0m vi\u1ec7c v\u1edbi m\u00f4 h\u00ecnh AI, c\u00e1c k\u1ef9 n\u0103ng li\u00ean quan \u0111\u1ebfn tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u0169ng \u0111ang r\u1ea5t \u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n. C\u1ee5 th\u1ec3, trong b\u00e0i vi\u1ebft <\/span><a href=\"https:\/\/itviec.com\/blog\/tuyen-dung-it\/\"><b>Ch\u00e2n dung chuy\u00ean gia IT \u201cl\u00fd t\u01b0\u1edfng\u201d trong m\u1eaft nh\u00e0 tuy\u1ec3n d\u1ee5ng<\/b><\/a><span style=\"font-weight: 400;\">, c\u00e1c nh\u00e0 tuy\u1ec3n d\u1ee5ng IT \u0111\u00e3 ch\u1ec9 ra r\u1eb1ng b\u1ed9 k\u1ef9 n\u0103ng s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 GenAI s\u1ebd \u0111\u01b0\u1ee3c doanh nghi\u1ec7p ch\u00fa tr\u1ecdng h\u01a1n trong t\u01b0\u01a1ng lai g\u1ea7n.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Can_nhung_ky_nang_chuyen_mon_gi_de_hoc_tri_tue_nhan_tao\"><\/span><b> C\u1ea7n nh\u1eefng k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n g\u00ec \u0111\u1ec3 h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">V\u1eady ch\u00ednh x\u00e1c th\u00ec ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o h\u1ecdc nh\u1eefng g\u00ec? M\u1ed9t n\u1ec1n t\u1ea3ng ki\u1ebfn th\u1ee9c AI v\u1eefng ch\u1eafc s\u1ebd bao g\u1ed3m:<\/span><\/p>\n<h3><b> Ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Th\u00e0nh th\u1ea1o c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh, \u0111\u1eb7c bi\u1ec7t l\u00e0 Python, R v\u00e0 Julia, l\u00e0 \u0111i\u1ec1u \u0111\u1ea7u ti\u00ean v\u00e0 ti\u00ean quy\u1ebft trong qu\u00e1 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Nh\u1eefng ng\u00f4n ng\u1eef n\u00e0y \u0111\u00f3ng vai tr\u00f2 l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh AI, t\u1ea1o ra c\u00e1c thu\u1eadt to\u00e1n, ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y c\u0169ng l\u00e0 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh c\u01a1 b\u1ea3n cho c\u00e1c ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u nh\u01b0 Data Scientist, Machine Learning Engineer, v.v.<\/span><\/p>\n<h3><b> X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n v\u00e0 m\u1edf r\u1ed9ng \u1ee9ng d\u1ee5ng v\u00e0o c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau \u0111\u00e3 l\u00e0m t\u0103ng nhu c\u1ea7u v\u1ec1 m\u00f4 h\u00ecnh h\u00f3a c\u00e1c d\u1eef li\u1ec7u, hay \u0111\u01a1n gi\u1ea3n l\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. H\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o y\u00eau c\u1ea7u hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc v\u1ec1 \u0111\u1ecdc v\u00e0 hi\u1ec3u c\u00e1c d\u1eef li\u1ec7u, t\u1eeb \u0111\u00f3 ph\u00e2n t\u00edch v\u00e0 \u0111\u01b0a ra nh\u1eefng k\u1ebft lu\u1eadn c\u00f3 c\u01a1 s\u1edf \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c ph\u1ea7n m\u1ec1m v\u00e0 h\u1ec7 th\u1ed1ng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Qu\u00e1 tr\u00ecnh n\u00e0y bao g\u1ed3m thu th\u1eadp, l\u00e0m s\u1ea1ch, ph\u00e2n t\u00edch, gi\u1ea3i th\u00edch d\u1eef li\u1ec7u. \u0110\u1ec3 quy tr\u00ecnh x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c su\u00f4n s\u1ebb nh\u1ea5t bu\u1ed9c b\u1ea1n ph\u1ea3i th\u00e0nh th\u1ea1o c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Ng\u00f4n ng\u1eef truy v\u1ea5n c\u00f3 c\u1ea5u tr\u00fac (Structured Query Language &#8211; SQL) hay n\u1ec1n t\u1ea3ng tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u.<\/span><\/p>\n<h3><b> H\u1ecdc m\u00e1y (Machine Learning) v\u00e0 h\u1ecdc s\u00e2u (Deep Learning)<\/b><\/h3>\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. 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. Vi\u1ec7c th\u00e0nh th\u1ea1o nh\u1eefng k\u1ef9 thu\u1eadt n\u00e0y h\u1ed7 tr\u1ee3 x\u00e2y d\u1ef1ng t\u00ednh n\u0103ng t\u1ef1 h\u1ecdc c\u1ee7a AI, t\u1eeb \u0111\u00f3 c\u00f3 kh\u1ea3 n\u0103ng \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p.<\/span><\/p>\n<h3><b> To\u00e1n h\u1ecdc v\u00e0 th\u1ed1ng k\u00ea<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">To\u00e1n h\u1ecdc v\u00e0 th\u1ed1ng k\u00ea kh\u00f4ng ch\u1ec9 l\u00e0 nh\u1eefng k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft m\u00e0 c\u00f2n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1, \u0111\u1ed5i m\u1edbi v\u00e0 th\u00e0nh c\u00f4ng \u1edf c\u00e1c ng\u00e0nh ngh\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c v\u1ec1 to\u00e1n h\u1ecdc v\u00e0 th\u1ed1ng k\u00ea l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 hi\u1ec3u v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c thu\u1eadt to\u00e1n AI. C\u00e1c kh\u00e1i ni\u1ec7m nh\u01b0 \u0111\u1ea1i s\u1ed1, vi t\u00edch ph\u00e2n v\u00e0 l\u00fd thuy\u1ebft x\u00e1c su\u1ea5t (probability theory) gi\u00fap hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ed1t l\u00f5i c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh AI v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ph\u00f9 h\u1ee3p trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh.<\/span><\/p>\n<h3><b> X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (Natural language processing &#8211; NLP)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, ch\u1ec9 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, t\u1ea1o ra v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef c\u1ee7a con ng\u01b0\u1eddi v\u00e0 \u00e1p d\u1ee5ng 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;\">Th\u00e0nh th\u1ea1o c\u00e1c k\u1ef9 thu\u1eadt NLP l\u00e0 c\u0103n b\u1ea3n \u0111\u1ec3 thi\u1ebft l\u1eadp t\u00ednh n\u0103ng t\u1ef1 hi\u1ec3u v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi ng\u00f4n ng\u1eef c\u1ee7a con ng\u01b0\u1eddi, ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e2n t\u00edch c\u1ea3m x\u00fac, ph\u00e1t tri\u1ec3n chatbot v\u00e0 tr\u1ee3 l\u00fd \u1ea3o, v.v.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Lo_trinh_hoc_tri_tue_nhan_tao_cho_nguoi_moi_bat_dau\"><\/span><b>L\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">L\u00e0 ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, b\u1ea1n c\u00f3 th\u1ec3 s\u1ebd d\u1ec5 b\u1ecb l\u1ea1c l\u1ed1i gi\u1eefa mu\u00f4n v\u00e0n th\u00f4ng tin v\u00e0 c\u00e1c kh\u00f3a h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 l\u1ed9 tr\u00ecnh h\u1ecdc ho\u00e0n ch\u1ec9nh v\u00e0 c\u01a1 b\u1ea3n nh\u1ea5t \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng th\u1ef1c h\u00e0nh:<\/span><\/p>\n<h3><b> L\u1eadp k\u1ebf ho\u1ea1ch h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u1ea7u ti\u00ean v\u00e0 c\u01a1 b\u1ea3n nh\u1ea5t \u0111\u00f3 l\u00e0 m\u1ed9t quy tr\u00ecnh h\u1ecdc t\u1eadp r\u00f5 r\u00e0ng, bao g\u1ed3m h\u1ecdc trong bao l\u00e2u, m\u1ee5c ti\u00eau h\u1ecdc, th\u1ebf m\u1ea1nh, k\u1ef9 n\u0103ng c\u1ea7n b\u1ed5 sung, ki\u1ebfn th\u1ee9c hi\u1ec7n c\u00f3 l\u00e0 g\u00ec.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tr\u01b0\u1edbc ti\u00ean, h\u00e3y t\u1ef1 h\u1ecfi m\u00ecnh nh\u1eefng c\u00e2u h\u1ecfi sau:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u00ecnh \u0111\u1ed9 hi\u1ec3u bi\u1ebft v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u1ee7a b\u1ea1n: B\u1ea1n c\u00f3 ph\u1ea3i l\u00e0 ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u th\u1ef1c s\u1ef1 kh\u00f4ng? B\u1ea1n c\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 to\u00e1n h\u1ecdc v\u00e0 k\u1ef9 n\u0103ng th\u1ed1ng k\u00ea kh\u00f4ng? B\u1ea1n c\u00f3 quen thu\u1ed9c v\u1edbi c\u00e1c thu\u1eadt ng\u1eef v\u00e0 kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n kh\u00f4ng?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">M\u1ee5c \u0111\u00edch h\u1ecdc t\u1eadp c\u1ee7a b\u1ea1n: B\u1ea1n \u0111ang theo \u0111u\u1ed5i m\u1ed9t ngh\u1ec1 nghi\u1ec7p m\u1edbi hay ch\u1ec9 \u0111\u1ec3 b\u1ed5 sung cho ngh\u1ec1 nghi\u1ec7p hi\u1ec7n t\u1ea1i c\u1ee7a m\u00ecnh?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 d\u00e0nh bao nhi\u00eau th\u1eddi gian cho vi\u1ec7c h\u1ecdc: Hi\u1ec7n t\u1ea1i b\u1ea1n c\u00f3 \u0111ang \u0111i l\u00e0m kh\u00f4ng? B\u1ea1n mu\u1ed1n h\u1ecdc to\u00e0n th\u1eddi gian hay b\u00e1n th\u1eddi gian?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 chi bao nhi\u00eau ti\u1ec1n: B\u1ea1n mu\u1ed1n \u0111\u1ea7u t\u01b0 v\u00e0o ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o, tham gia c\u00e1c kh\u00f3a h\u1ecdc chuy\u00ean nghi\u1ec7p tr\u1ef1c tuy\u1ebfn hay c\u00f3 th\u1ec3 trau d\u1ed3i th\u00f4ng qua c\u00e1c kh\u00f3a h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI mi\u1ec5n ph\u00ed, xem c\u00e1c video tr\u00ean YouTube v\u00e0 TikTok?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea1n mu\u1ed1n h\u1ecdc nh\u01b0 th\u1ebf n\u00e0o: B\u1ea1n mu\u1ed1n theo \u0111u\u1ed5i m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u1edbi b\u1eb1ng c\u1ea5p chuy\u00ean m\u00f4n, hay \u0111\u01a1n gi\u1ea3n ch\u1ec9 h\u1ecdc \u0111\u1ec3 c\u00f3 th\u00eam ki\u1ebfn th\u1ee9c?<\/span><\/li>\n<\/ul>\n<h3><b> N\u1eafm v\u1eefng c\u00e1c k\u1ef9 n\u0103ng c\u01a1 b\u1ea3n<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Tr\u01b0\u1edbc khi \u0111\u00e0o s\u00e2u v\u00e0o ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o h\u1ecdc nh\u1eefng g\u00ec, b\u1ea1n c\u1ea7n chu\u1ea9n b\u1ecb:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">To\u00e1n h\u1ecdc c\u01a1 b\u1ea3n: Nh\u01b0 \u0111\u00e3 n\u00f3i \u1edf tr\u00ean, to\u00e1n h\u1ecdc l\u00e0 c\u1ed1t l\u00f5i c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n AI, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c nh\u00e1nh nh\u01b0 h\u1ecdc m\u00e1y (ML) v\u00e0 h\u1ecdc s\u00e2u (DL). T\u1ea5t nhi\u00ean, b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i l\u00e0 nh\u00e0 to\u00e1n h\u1ecdc \u0111\u1ec3 th\u00e0nh c\u00f4ng trong l\u0129nh v\u1ef1c AI, nh\u01b0ng hi\u1ec3u c\u00e1c kh\u00e1i ni\u1ec7m ph\u1ed5 bi\u1ebfn nh\u01b0 ma tr\u1eadn v\u00e0 c\u00e1c ph\u00e9p bi\u1ebfn \u0111\u1ed5i tuy\u1ebfn t\u00ednh l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch th\u1ed1ng k\u00ea: Bi\u1ebft c\u00e1ch tr\u00ecnh b\u00e0y d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra nh\u1eefng k\u1ebft lu\u1eadn c\u00f3 b\u1eb1ng ch\u1ee9ng r\u00f5 r\u00e0ng l\u00e0 c\u00e1ch \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng AI c\u00f3 c\u01a1 s\u1edf.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00e2m th\u1ebf s\u1eb5n s\u00e0ng h\u1ecdc h\u1ecfi: AI l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng v\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9, k\u1ef9 thu\u1eadt v\u00e0 c\u00f4ng c\u1ee5 m\u1edbi li\u00ean t\u1ee5c xu\u1ea5t hi\u1ec7n. Do \u0111\u00f3, t\u01b0 duy ch\u1ee7 \u0111\u1ed9ng, t\u00e2m th\u1ebf s\u1eb5n s\u00e0ng h\u1ecdc h\u1ecfi, c\u0169ng nh\u01b0 th\u00edch \u1ee9ng v\u1edbi ki\u1ebfn th\u1ee9c v\u00e0 c\u00f4ng ngh\u1ec7 m\u1edbi l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t \u0111\u1ed1i v\u1edbi b\u1ea5t k\u1ef3 ai mu\u1ed1n th\u00e2m nh\u1eadp v\u00e0 th\u0103ng ti\u1ebfn trong l\u0129nh v\u1ef1c AI.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">L\u01b0u \u00fd r\u1eb1ng, m\u1ee9c \u0111\u1ed9 hi\u1ec3u bi\u1ebft s\u00e2u v\u00e0 kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 kh\u00e1c nhau t\u00f9y thu\u1ed9c v\u00e0o m\u1ee5c ti\u00eau h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. V\u00ed d\u1ee5: m\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 kh\u00f4ng c\u1ea7n hi\u1ec3u qu\u00e1 nhi\u1ec1u v\u1ec1 m\u1ecdi kh\u00e1i ni\u1ec7m to\u00e1n h\u1ecdc \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong AI, nh\u01b0ng m\u1ed9t nh\u00e0 khoa h\u1ecdc nghi\u00ean c\u1ee9u mu\u1ed1n t\u1ea1o ra c\u00e1c thu\u1eadt to\u00e1n AI bu\u1ed9c ph\u1ea3i n\u1eafm r\u00f5 c\u00e1c quy t\u1eafc v\u1ec1 to\u00e1n h\u1ecdc.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Quan tr\u1ecdng l\u00e0 b\u1ea1n c\u1ea7n ph\u1ea3i \u0111i\u1ec1u ch\u1ec9nh l\u1ed9 tr\u00ecnh h\u1ecdc t\u1eadp ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau ngh\u1ec1 nghi\u1ec7p \u0111\u00e3 \u0111\u1eb7t ra \u1edf tr\u00ean v\u00e0 trau d\u1ed3i c\u00e1c k\u1ef9 n\u0103ng c\u1ee5 th\u1ec3 theo t\u1eebng l\u0129nh v\u1ef1c m\u00e0 b\u1ea1n \u0111ang theo \u0111u\u1ed5i.<\/span><\/p>\n<h3><b> Ph\u00e1t tri\u1ec3n k\u1ef9 n\u0103ng AI chuy\u00ean m\u00f4n<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Sau khi n\u1eafm v\u1eefng nh\u1eefng ki\u1ebfn th\u1ee9c h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u01a1 b\u1ea3n, ph\u1ee5 thu\u1ed9c v\u00e0o ng\u00e0nh ngh\u1ec1 c\u1ee5 th\u1ec3 m\u00e0 b\u1ea1n mu\u1ed1n theo \u0111u\u1ed5i, \u0111\u00e2y l\u00e0 b\u01b0\u1edbc ph\u00e1t tri\u1ec3n mang t\u00ednh chuy\u00ean m\u00f4n. Th\u00f4ng th\u01b0\u1eddng s\u1ebd bao g\u1ed3m c\u00e1c k\u1ef9 n\u0103ng \u0111\u01b0\u1ee3c nh\u1eafc \u0111\u1ebfn \u1edf m\u1ee5c tr\u00ean nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch s\u1ed1 li\u1ec7u th\u1ed1ng k\u00ea<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Excel<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">L\u00e0m kh\u1ea3o s\u00e1t<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">To\u00e1n h\u1ecdc<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Gi\u1ea3i t\u00edch<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">\u0110\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">X\u00e1c su\u1ea5t<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u1eadp tr\u00ecnh<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">C\u1ea5u tr\u00fac d\u1eef li\u1ec7u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Thao t\u00e1c d\u1eef li\u1ec7u<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Khoa h\u1ecdc d\u1eef li\u1ec7u<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">X\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch s\u1ea3n ph\u1ea9m<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng b\u00e1o c\u00e1o<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Ki\u1ec3m th\u1eed A\/B<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ecdc m\u00e1y (Machine Learning)<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Ph\u00e2n lo\u1ea1i (Classification)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Ph\u00e2n c\u1ee5m (Clustering)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">H\u1ed3i quy (Regression)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Gi\u1ea3m chi\u1ec1u d\u1eef li\u1ec7u (Dimension reduction)<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"font-weight: 400;\">H\u1ecdc s\u00e2u (Deep Learning)<\/span>\n<ul>\n<li><span style=\"font-weight: 400;\">H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t (supervised learning) v\u00e0 h\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t (unsupervised learning)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/span><\/li>\n<li><span style=\"font-weight: 400;\">X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/span><\/li>\n<li><span style=\"font-weight: 400;\">M\u1ea1ng th\u1ea7n kinh<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><b> L\u00e0m quen v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 ch\u01b0\u01a1ng tr\u00ecnh AI<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i vi\u1ec7c x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng ki\u1ebfn th\u1ee9c, \u0111\u1ec3 h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o hi\u1ec7u qu\u1ea3, y\u00eau c\u1ea7u b\u1ea1n ph\u1ea3i th\u1ef1c h\u00e0nh c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 ch\u01b0\u01a1ng tr\u00ecnh AI nh\u01b0 SQL \u0111\u1ec3 h\u1ed7 tr\u1ee3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh. L\u01b0u \u00fd r\u1eb1ng khi s\u1eed d\u1ee5ng nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y y\u00eau c\u1ea7u b\u1ea1n ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng l\u1eadp tr\u00ecnh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ch\u1eb3ng h\u1ea1n nh\u01b0 v\u1edbi ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh th\u00f4ng d\u1ee5ng nh\u01b0 Python, th\u01b0 vi\u1ec7n l\u1eadp tr\u00ecnh c\u1ee7a Python bao g\u1ed3m:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">NumPy\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Scikit-learn\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pandas\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tensorflow\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Seaborn<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Theano<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Keras<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">PyTorch<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Matplotlib<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i ra ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh R c\u0169ng c\u00f3 c\u00e1c th\u01b0 vi\u1ec7n gi\u00fap x\u00e2y d\u1ef1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Dplyr<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tidyr<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RandomForest<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Keras<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tensorflow<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Torch<\/span><\/li>\n<\/ul>\n<h3><b> C\u1eadp nh\u1eadt xu h\u01b0\u1edbng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">AI \u0111ang ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n v\u00e0 c\u00f3 r\u1ea5t nhi\u1ec1u c\u00f4ng ngh\u1ec7 m\u1edbi \u0111\u01b0\u1ee3c s\u1ea3n sinh \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c l\u0129nh v\u1ef1c. V\u00ec v\u1eady, n\u1ebfu b\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng v\u00e0 trau d\u1ed3i k\u1ef9 n\u0103ng c\u1ea7n cho m\u1ed9t xu h\u01b0\u1edbng c\u1ee5 th\u1ec3 l\u00e0 l\u1ee3i th\u1ebf c\u1ea1nh tranh gi\u00fap b\u1ea1n c\u00f3 th\u1ec3 n\u1ed5i b\u1eadt trong c\u00e1c \u1ee9ng c\u1eed vi\u00ean khi qu\u00e1 tr\u00ecnh h\u1ecdc k\u1ebft th\u00fac.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 xu h\u01b0\u1edbng trong n\u0103m 2024 m\u00e0 c\u00f3 th\u1ec3 b\u1ea1n s\u1ebd th\u1ea5y h\u1eefu \u00edch:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Chatbot t\u00f9y ch\u1ec9nh: C\u00e1c \u2018g\u00e3 kh\u1ed5ng l\u1ed3\u2019 c\u00f4ng ngh\u1ec7 nh\u01b0 Google v\u00e0 OpenAI \u0111ang t\u00edch c\u1ef1c ph\u00e1t tri\u1ec3n c\u00e1c Chatbot tu\u1ef3 ch\u1ec9nh \u0111\u1ec3 h\u1ed7 tr\u1ee3 \u0111\u1eddi s\u1ed1ng con ng\u01b0\u1eddi, c\u1ee5 th\u1ec3 nh\u01b0 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng m\u00e0 kh\u00f4ng c\u1ea7n code, t\u1ea1o v\u0103n b\u1ea3n, video, h\u00ecnh \u1ea3nh,&#8230; ch\u1ec9 t\u1eeb m\u1ed9t c\u00e2u prompt.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef nh\u1ecf (Small language models &#8211; SLM): M\u1ed9t m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 t\u1ed1i \u01b0u kh\u1ed1i l\u01b0\u1ee3ng v\u00e0 n\u0103ng l\u01b0\u1ee3ng s\u1eed d\u1ee5ng cho c\u00e1c d\u1eef li\u1ec7u nh\u01b0ng v\u1eabn c\u00f3 n\u0103ng su\u1ea5t t\u01b0\u01a1ng t\u1ef1 c\u00e1c m\u00f4 h\u00ecnh l\u1edbn ch\u1eafc ch\u1eafn s\u1ebd l\u00e0 xu h\u01b0\u1edbng m\u00e0 c\u00e1c doanh nghi\u1ec7p kh\u00f4ng th\u1ec3 b\u1ecf qua.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110a m\u00f4 h\u00ecnh (Multimodal AI Models): Thay v\u00ec ph\u1ea3i th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 ri\u00eang l\u1ebb, tr\u00ed tu\u1ec7 nh\u00e2n \u0111a nhi\u1ec7m \u0111\u01b0\u1ee3c h\u00ecnh th\u00e0nh t\u1eeb ch\u01b0\u01a1ng tr\u00ecnh l\u1edbn v\u00e0 c\u00f3 th\u1ec3 t\u00edch h\u1ee3p t\u1ea5t c\u1ea3 v\u00e0o m\u1ed9t. 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><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI ch\u1ea1y b\u1eb1ng m\u00e1y t\u00ednh l\u01b0\u1ee3ng t\u1eed (Quantum AI): 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><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">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): Nh\u1edd v\u00e0o \u1ee9ng d\u1ee5ng th\u01b0 vi\u1ec7n thu\u1eadt to\u00e1n LangChain v\u00e0 LlamaIndex, AI gi\u1edd \u0111\u00e2y 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 ph\u00f9 h\u1ee3p.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cau_hoi_thuong_gap_ve_lo_trinh_hoc_tri_tue_nhan_tao\"><\/span><b> C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 l\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b> M\u1ea5t bao l\u00e2u \u0111\u1ec3 h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Th\u1eddi gian h\u1ecdc ph\u1ee5 thu\u1ed9c v\u00e0o nhi\u1ec1u y\u1ebfu t\u1ed1 kh\u00e1c nhau, bao g\u1ed3m:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">N\u1ec1n t\u1ea3ng gi\u00e1o d\u1ee5c v\u00e0 ki\u1ebfn th\u1ee9c hi\u1ec7n t\u1ea1i c\u1ee7a b\u1ea1n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u00ecnh \u0111\u1ed9 chuy\u00ean m\u00f4n m\u00e0 b\u1ea1n h\u01b0\u1edbng t\u1edbi<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u1eddi gian b\u1ea1n c\u00f3 th\u1ec3 d\u00e0nh cho vi\u1ec7c h\u1ecdc AI<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0110\u1ed1i v\u1edbi nh\u1eefng ng\u01b0\u1eddi c\u00f3 ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u1ec1 to\u00e1n h\u1ecdc v\u00e0 l\u1eadp tr\u00ecnh, c\u00f3 th\u1ec3 m\u1ea5t t\u1eeb \u200b\u200b6 \u0111\u1ebfn 12 th\u00e1ng \u0111\u1ec3 l\u00e0m quen v\u1edbi c\u00e1c quy tr\u00ecnh H\u1ecdc m\u00e1y. V\u1edbi nh\u1eefng ki\u1ebfn th\u1ee9c n\u00e2ng cao h\u01a1n M\u1ea1ng th\u1ea7n kinh th\u00ec c\u00f3 th\u1ec3 k\u00e9o d\u00e0i th\u00eam 6 \u0111\u1ebfn 12 th\u00e1ng n\u1eefa. M\u1ed9t l\u1ed9 tr\u00ecnh l\u00fd t\u01b0\u1edfng \u0111\u1ec3 h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong v\u00f2ng 9 th\u00e1ng s\u1ebd \u0111\u01b0\u1ee3c chia nh\u01b0 sau:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u00e1ng 1-3: H\u1ecdc kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n v\u1ec1 to\u00e1n h\u1ecdc v\u00e0 th\u1ed1ng k\u00ea, l\u1eadp tr\u00ecnh v\u00e0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u00e1ng 4-6: T\u00ecm hi\u1ec3u s\u00e2u v\u1ec1 chuy\u00ean m\u00f4n khoa h\u1ecdc d\u1eef li\u1ec7u, h\u1ecdc m\u00e1y v\u00e0 h\u1ecdc s\u00e2u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u00e1ng 7-9: L\u00e0m quen v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 AI v\u00e0 ch\u1ecdn chuy\u00ean ng\u00e0nh<\/span><\/li>\n<\/ul>\n<h3><b> C\u1ea7n chu\u1ea9n b\u1ecb nh\u1eefng g\u00ec tr\u01b0\u1edbc khi h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o?<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">To\u00e1n h\u1ecdc c\u01a1 b\u1ea3n: Nh\u01b0 \u0111\u00e3 n\u00f3i \u1edf tr\u00ean, to\u00e1n h\u1ecdc l\u00e0 c\u1ed1t l\u00f5i c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n AI, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c nh\u00e1nh nh\u01b0 h\u1ecdc m\u00e1y (ML) v\u00e0 h\u1ecdc s\u00e2u (DL). T\u1ea5t nhi\u00ean, b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i l\u00e0 nh\u00e0 to\u00e1n h\u1ecdc \u0111\u1ec3 th\u00e0nh c\u00f4ng trong l\u0129nh v\u1ef1c AI, nh\u01b0ng hi\u1ec3u c\u00e1c kh\u00e1i ni\u1ec7m ph\u1ed5 bi\u1ebfn nh\u01b0 ma tr\u1eadn v\u00e0 c\u00e1c ph\u00e9p bi\u1ebfn \u0111\u1ed5i tuy\u1ebfn t\u00ednh l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch th\u1ed1ng k\u00ea: Bi\u1ebft c\u00e1ch tr\u00ecnh b\u00e0y d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra nh\u1eefng k\u1ebft lu\u1eadn c\u00f3 b\u1eb1ng ch\u1ee9ng r\u00f5 r\u00e0ng l\u00e0 c\u00e1ch \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng AI c\u00f3 c\u01a1 s\u1edf.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00e2m th\u1ebf s\u1eb5n s\u00e0ng h\u1ecdc h\u1ecfi: AI l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng v\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9, k\u1ef9 thu\u1eadt v\u00e0 c\u00f4ng c\u1ee5 m\u1edbi li\u00ean t\u1ee5c xu\u1ea5t hi\u1ec7n. Do \u0111\u00f3, t\u01b0 duy ch\u1ee7 \u0111\u1ed9ng, t\u00e2m th\u1ebf s\u1eb5n s\u00e0ng h\u1ecdc h\u1ecfi, c\u0169ng nh\u01b0 th\u00edch \u1ee9ng v\u1edbi ki\u1ebfn th\u1ee9c v\u00e0 c\u00f4ng ngh\u1ec7 m\u1edbi l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t \u0111\u1ed1i v\u1edbi b\u1ea5t k\u1ef3 ai mu\u1ed1n th\u00e2m nh\u1eadp v\u00e0 th\u0103ng ti\u1ebfn trong l\u0129nh v\u1ef1c AI.<\/span><\/li>\n<\/ul>\n<h3><b> C\u00f3 th\u1ec3 h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o m\u00e0 kh\u00f4ng c\u1ea7n bi\u1ebft code kh\u00f4ng?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00e2u tr\u1ea3 l\u1eddi l\u00e0 c\u00f3! Hi\u1ec7n c\u00f3 r\u1ea5t nhi\u1ec1u c\u00f4ng c\u1ee5 cho ph\u00e9p x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1edbi nhi\u1ec1u b\u1ea3ng m\u1eabu code c\u00f3 s\u1eb5n m\u00e0 ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 th\u1ea7n tu\u1ef3 ch\u1ec9nh. Ho\u1eb7c c\u0169ng c\u00f3 nhi\u1ec1u kh\u00f3a h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI v\u00e0 t\u00e0i nguy\u00ean nh\u01b0 YouTube video d\u1ea1y c\u00e1ch c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n AI m\u00e0 kh\u00f4ng c\u1ea7n code.<\/span><\/p>\n<h3><b> H\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ra l\u00e0m g\u00ec?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">M\u1ed9t s\u1ed1 v\u1ecb tr\u00ed b\u1eaft bu\u1ed9c ph\u1ea3i h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o:<\/span><\/p>\n<ul>\n<li>Data Scientist<\/li>\n<li>Research Scientist<\/li>\n<li>AI Product Manager<\/li>\n<li>AI Prompt Engineer<\/li>\n<\/ul>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/nganh-tri-tue-nhan-tao\/\" target=\"_blank\" rel=\"noopener\"><strong>Top 5+ ngh\u1ec1 AI n\u1ed5i b\u1eadt t\u1ea1i Vi\u1ec7t Nam<\/strong><\/a><\/em><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Tong_ket_Lo_trinh_hoc_tri_tue_nhan_tao\"><\/span><b>T\u1ed5ng k\u1ebft L\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Th\u00f4ng qua l\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u01a1 b\u1ea3n d\u00e0nh cho ng\u01b0\u1eddi m\u1edbi, ITviec mong c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n \u0111\u01a1n gi\u1ea3n h\u00f3a qu\u00e1 tr\u00ecnh tham gia v\u00e0o ng\u00e0nh. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t th\u1ecb tr\u01b0\u1eddng r\u1ea5t ti\u1ec1m n\u0103ng, kh\u00f4ng nh\u1eefng \u1edf Vi\u1ec7t Nam m\u00e0 c\u00f2n to\u00e0n c\u1ea7u, v\u00ec v\u1eady, vi\u1ec7c c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y b\u1eb1ng c\u00e1ch li\u00ean t\u1ee5c trau d\u1ed3i ki\u1ebfn th\u1ee9c v\u00e0 th\u1ef1c h\u00e0nh s\u1ebd mang \u0111\u1ebfn cho b\u1ea1n nhi\u1ec1u c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p c\u00f3 gi\u00e1 tr\u1ecb v\u1edbi m\u1ee9c l\u01b0\u01a1ng cao.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>N\u00ean b\u1eaft \u0111\u1ea7u h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o nh\u01b0 th\u1ebf n\u00e0o? \u0110\u00e2y l\u00e0 c\u00e2u h\u1ecfi \u0111\u01b0\u1ee3c r\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi quan t\u00e2m nh\u1edd v\u00e0o s\u1ef1 ph\u00e1t tri\u1ec3n v\u01b0\u1ee3t b\u1eadt c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0 t\u00ednh \u1ee9ng d\u1ee5ng ng\u00e0y c\u00e0ng hi\u1ec7n h\u1eefu c\u1ee7a n\u00f3 trong c\u00e1c l\u0129nh v\u1ef1c. B\u00e0i vi\u1ebft sau \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n gi\u1ea3i \u0111\u00e1p [&hellip;]<\/p>\n","protected":false},"author":206,"featured_media":69611,"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-69610","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 v27.9) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>L\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chi ti\u1ebft nh\u1ea5t cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u - ITviec Blog<\/title>\n<meta name=\"description\" content=\"B\u00e0i vi\u1ebft t\u1ed5ng h\u1ee3p c\u00e1c l\u00fd do n\u00ean h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft, l\u1ed9 tr\u00ecnh h\u1ecdc AI chi ti\u1ebft \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o v\u00e0 b\u1eaft \u0111\u1ea7u ngay!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itviec.com\/blog\/lo-trinh-hoc-tri-tue-nhan-tao\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"L\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chi ti\u1ebft nh\u1ea5t cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u\" \/>\n<meta property=\"og:description\" content=\"N\u00ean b\u1eaft \u0111\u1ea7u h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o nh\u01b0 th\u1ebf n\u00e0o? \u0110\u00e2y l\u00e0 c\u00e2u h\u1ecfi \u0111\u01b0\u1ee3c r\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi quan t\u00e2m nh\u1edd v\u00e0o s\u1ef1 ph\u00e1t tri\u1ec3n v\u01b0\u1ee3t b\u1eadt c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0 t\u00ednh \u1ee9ng\" \/>\n<meta property=\"og:url\" content=\"https:\/\/itviec.com\/blog\/lo-trinh-hoc-tri-tue-nhan-tao\/\" \/>\n<meta property=\"og:site_name\" content=\"ITviec Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ITviec\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-22T02:20:50+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-10-04T10:10:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/05\/hoc-tri-tue-nhan-tao-thumbnail-vippro.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2850\" \/>\n\t<meta property=\"og:image:height\" content=\"1500\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Ly Mai\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ITviec\" \/>\n<meta name=\"twitter:site\" content=\"@ITviec\" \/>\n<meta name=\"twitter:label1\" content=\"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ly Mai\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"18 ph\u00fat\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"L\u1ed9 tr\u00ecnh h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chi ti\u1ebft nh\u1ea5t cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u - 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