{"id":68363,"date":"2024-05-09T18:24:25","date_gmt":"2024-05-09T11:24:25","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=68363"},"modified":"2025-12-10T14:13:50","modified_gmt":"2025-12-10T07:13:50","slug":"nganh-tri-tue-nhan-tao","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/nganh-tri-tue-nhan-tao\/","title":{"rendered":"Ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec? Top 5+ ngh\u1ec1 AI n\u1ed5i b\u1eadt t\u1ea1i Vi\u1ec7t Nam"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 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\/nganh-tri-tue-nhan-tao\/#Tong_quan_ve_nganh_tri_tue_nhan_tao\" >T\u1ed5ng quan v\u1ec1 ng\u00e0nh 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\/nganh-tri-tue-nhan-tao\/#Cac_nhanh_cua_nganh_tri_tue_nhan_tao\" >C\u00e1c nh\u00e1nh c\u1ee7a ng\u00e0nh 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\/nganh-tri-tue-nhan-tao\/#Cac_co_hoi_viec_lam_trong_nganh_tri_tue_nhan_tao\" >C\u00e1c c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m trong ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u00a0<\/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\/nganh-tri-tue-nhan-tao\/#Nen_tang_kien_thuc_cua_nganh_tri_tue_nhan_tao_can_biet\" >N\u1ec1n t\u1ea3ng ki\u1ebfn th\u1ee9c c\u1ee7a ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u1ea7n bi\u1ebft<\/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\/nganh-tri-tue-nhan-tao\/#Cac_cau_hoi_ve_nganh_tri_tue_nhan_tao_thuong_gap\" >C\u00e1c c\u00e2u h\u1ecfi v\u1ec1 ng\u00e0nh 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-6\" href=\"https:\/\/itviec.com\/blog\/nganh-tri-tue-nhan-tao\/#Ket_luan\" >K\u1ebft lu\u1eadn<\/a><\/li><\/ul><\/nav><\/div>\n<p><b><i>Nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m cho kh\u00f4ng nh\u1eefng th\u1ebf h\u1ec7 tr\u1ebb m\u00e0 c\u00f2n l\u00e0 v\u1edbi c\u00e1c chuy\u00ean vi\u00ean c\u00f4ng ngh\u1ec7. N\u1ebfu b\u1ea1n l\u00e0 ng\u01b0\u1eddi m\u1edbi tham gia v\u00e0o ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u0111\u1eebng b\u1ecf qua nh\u1eefng th\u00f4ng tin c\u1eadp nh\u1eadp m\u1edbi nh\u1ea5t v\u1ec1 ng\u00e0nh t\u1ea1i Vi\u1ec7t Nam c\u0169ng nh\u01b0 tham kh\u1ea3o nh\u1eefng ngh\u1ec1 AI n\u1ed5i b\u1eadt nh\u1eefng g\u1ea7n \u0111\u00e2y.<\/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\u1ed5ng quan v\u1ec1 ng\u00e0nh 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\u00e1c nh\u00e1nh c\u1ee7a ng\u00e0nh 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\u00e1c c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m trong ng\u00e0nh 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\u00e1c n\u1ec1n t\u1ea3ng ki\u1ebfn th\u1ee9c c\u1ee7a ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Tong_quan_ve_nganh_tri_tue_nhan_tao\"><\/span><b>T\u1ed5ng quan v\u1ec1 ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) to\u00e0n c\u1ea7u \u0111ang ch\u1ee9ng ki\u1ebfn m\u1ed9t th\u1eddi k\u1ef3 t\u0103ng tr\u01b0\u1edfng nhanh ch\u00f3ng v\u00e0 \u0111\u00e1ng k\u1ec3 h\u01a1n bao gi\u1edd h\u1ebft.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Theo B\u00e1o c\u00e1o Th\u1ecb tr\u01b0\u1eddng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o To\u00e0n C\u1ea7u c\u1ee7a <\/span><a href=\"https:\/\/www.trade.gov\/global-artificial-intelligence-market-report\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Trade Gov<\/span><\/a><span style=\"font-weight: 400;\">, ti\u1ec1m n\u0103ng m\u1ea1nh m\u1ebd c\u1ee7a ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n \u0111\u00e3 t\u1ea1o n\u00ean nhi\u1ec1u c\u01a1 h\u1ed9i r\u1ed9ng m\u1edf cho doanh nghi\u1ec7p AI v\u1edbi m\u1ee9c \u0111\u1ecbnh gi\u00e1 l\u00ean \u0111\u1ebfn 1 t\u1ef7 USD, t\u0103ng 442% trong n\u0103m 2021 so v\u1edbi n\u0103m 2020. H\u01a1n n\u1eefa, ngu\u1ed3n t\u00e0i tr\u1ee3 v\u00e0o c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p li\u00ean quan \u0111\u1ebfn ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u0169ng \u0111\u00e3 ghi nh\u1eadn m\u1ee9c t\u0103ng v\u1ecdt h\u01a1n 66.8 t\u1ef7 USD v\u00e0o n\u0103m 2021.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00ean c\u1ea1nh \u0111\u00f3, <\/span><a href=\"https:\/\/www.pwc.com\/gx\/en\/issues\/data-and-analytics\/publications\/artificial-intelligence-study.html\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">PwC<\/span><\/a><span style=\"font-weight: 400;\"> nh\u1ea5n m\u1ea1nh h\u01a1n n\u1eefa t\u00e1c \u0111\u1ed9ng kinh t\u1ebf ti\u1ec1m t\u00e0ng c\u1ee7a AI, d\u1ef1 \u0111o\u00e1n r\u1eb1ng ng\u00e0nh n\u00e0y c\u00f3 th\u1ec3 \u0111\u00f3ng g\u00f3p t\u1edbi 15.7 ngh\u00ecn t\u1ef7 USD cho n\u1ec1n kinh t\u1ebf to\u00e0n c\u1ea7u v\u00e0o n\u0103m 2030.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110i\u1ec1u \u0111\u00e1ng m\u1eebng l\u00e0, t\u1ec9 l\u1ec7 ph\u00e1t tri\u1ec3n ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1i Vi\u1ec7t Nam c\u0169ng \u0111ang t\u0103ng tr\u01b0\u1edfng m\u1ea1nh m\u1ebd h\u01a1n bao gi\u1edd h\u1ebft. Ch\u1eb3ng h\u1ea1n nh\u01b0 v\u00e0o n\u0103m 2022, l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 th\u00f4ng tin Vi\u1ec7t Nam \u0111\u1ea1t m\u1ee9c doanh thu \u1ea5n t\u01b0\u1ee3ng, <\/span><a href=\"https:\/\/baochinhphu.vn\/doanh-thu-toan-nganh-thong-tin-va-truyen-thong-dat-khoang-39-trieu-ty-dong-102221218092640334.htm\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">3,893,595<\/span><\/a><span style=\"font-weight: 400;\"> t\u1ef7 Vi\u1ec7t Nam \u0110\u1ed3ng (t\u01b0\u01a1ng \u0111\u01b0\u01a1ng 164.6 t\u1ef7 USD), t\u0103ng 12.1% so v\u1edbi n\u0103m 2021 v\u00e0 v\u01b0\u1ee3t k\u1ef3 v\u1ecdng t\u0103ng tr\u01b0\u1edfng GDP c\u1ee7a c\u1ea3 n\u01b0\u1edbc. Theo b\u00e1o c\u00e1o \u201cCh\u1ec9 s\u1ed1 S\u1eb5n s\u00e0ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u1ee7a Ch\u00ednh ph\u1ee7 2023\u201d do 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) v\u1eeba \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1, Vi\u1ec7t Nam t\u0103ng \u0111i\u1ec3m l\u1ea7n th\u1ee9 3 li\u00ean ti\u1ebfp, \u0111\u1ee9ng th\u1ee9 5\/10 trong ASEAN, t\u0103ng m\u1ed9t b\u1eadc so v\u1edbi n\u0103m 2022.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>Oxford Insights<\/strong>, 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 c\u1ee7a Anh, \u0111\u00e3 c\u00f4ng b\u1ed1 trong b\u00e1o c\u00e1o \u201c<a href=\"https:\/\/www.oxfordinsights.com\/government-ai-readiness-index-2022\" target=\"_blank\" rel=\"noopener\"><strong>Ch\u1ec9 s\u1ed1 S\u1eb5n s\u00e0ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u1ee7a Ch\u00ednh ph\u1ee7 2022<\/strong><\/a>\u201d r\u1eb1ng Vi\u1ec7t Nam \u0111ang x\u1ebfp h\u1ea1ng th\u1ee9 55 tr\u00ean trong s\u1ed1 181 qu\u1ed1c gia, v\u1edbi s\u1ed1 \u0111i\u1ec3m 53,96\/100. H\u01a1n n\u1eefa, \u0111\u00e2y l\u00e0 n\u0103m th\u1ee9 3 li\u00ean ti\u1ebfp Vi\u1ec7t nam v\u01b0\u1ee3t qua m\u1ee9c trung b\u00ecnh v\u1ec1 ch\u1ec9 s\u1ed1 s\u1eb5n s\u00e0ng ti\u1ebfp nh\u1eadn v\u00e0 ph\u00e1t tri\u1ec3n ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, ch\u00ednh ph\u1ee7 Vi\u1ec7t Nam bu\u1ed9c ph\u1ea3i l\u00e0m c\u00f4ng t\u00e1c t\u0103ng c\u01b0\u1eddng \u0111\u1ec3 c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c c\u00e1c y\u00eau c\u1ea7u ng\u00e0y c\u00e0ng cao, t\u1eeb \u0111\u00f3 \u0111u\u1ed5i k\u1ecbp s\u1ef1 t\u0103ng tr\u01b0\u1edfng ng\u00e0y c\u00e0ng l\u1edbn m\u1ea1nh c\u1ee7a AI, bao g\u1ed3m l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng, m\u00f4i tr\u01b0\u1eddng doanh nghi\u1ec7p, gi\u00e1o d\u1ee5c v\u1ec1 c\u00f4ng ngh\u1ec7, v.v. gi\u1eefa c\u00e1c th\u1ebf h\u1ec7. \u0110\u00e2y th\u1ef1c s\u1ef1 l\u00e0 m\u1ed9t th\u1eed th\u00e1ch l\u1edbn c\u1ee7a ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1i Vi\u1ec7t Nam.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">S\u1ef1 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng c\u1ee7a c\u00f4ng ngh\u1ec7 AI hi\u1ec7n v\u01b0\u1ee3t xa s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a khu\u00f4n kh\u1ed5 ph\u00e1p l\u00fd \u1edf Vi\u1ec7t Nam, c\u1ea3n tr\u1edf kh\u1ea3 n\u0103ng r\u1ed9ng m\u1edf v\u00e0 \u1ee9ng d\u1ee5ng c\u00f3 \u0111\u1ea1o \u0111\u1ee9c c\u1ee7a c\u00e1c gi\u1ea3i ph\u00e1p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Ngo\u00e0i ra, ngu\u1ed3n nh\u00e2n t\u00e0i c\u00f4ng ngh\u1ec7 th\u00f4ng tin hi\u1ec7n c\u00f3 c\u1ee7a Vi\u1ec7t Nam v\u1eabn ch\u01b0a \u0111\u1ea3m b\u1ea3o \u0111\u1ee7 chuy\u00ean m\u00f4n \u0111\u1ec3 c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng v\u1edbi nhu c\u1ea7u \u0111\u1ec3 ph\u00e1t tri\u1ec3n ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/span><\/p>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <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<h2><span class=\"ez-toc-section\" id=\"Cac_nhanh_cua_nganh_tri_tue_nhan_tao\"><\/span><b>C\u00e1c nh\u00e1nh c\u1ee7a ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 nhi\u1ec1u nh\u00e1nh c\u00f4ng ngh\u1ec7 v\u1edbi ch\u1ee9c n\u0103ng ri\u00eang bi\u1ec7t \u0111\u1ec3 gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong th\u1ebf gi\u1edbi th\u1ef1c, ch\u1eb3ng h\u1ea1n nh\u01b0:<\/span><\/p>\n<h3><strong>Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (Computer Vision)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">M\u1ed9t trong nh\u1eefng nh\u00e1nh ph\u1ed5 bi\u1ebfn nh\u1ea5t c\u1ee7a ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o hi\u1ec7n nay l\u00e0 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng nh\u1eb1m m\u1ee5c \u0111\u00edch ph\u00e1t tri\u1ec3n c\u00e1c k\u1ef9 thu\u1eadt h\u1ed7 tr\u1ee3 h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh nh\u00ecn v\u00e0 hi\u1ec3u h\u00ecnh \u1ea3nh v\u00e0 video k\u1ef9 thu\u1eadt s\u1ed1.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (machine learning) v\u00e0o h\u00ecnh \u1ea3nh cho ph\u00e9p m\u00e1y t\u00ednh x\u00e1c \u0111\u1ecbnh c\u00e1c v\u1eadt th\u1ec3, khu\u00f4n m\u1eb7t, con ng\u01b0\u1eddi, \u0111\u1ed9ng v\u1eadt, v.v. th\u00f4ng qua h\u00ecnh th\u1ee9c t\u1ef1 \u0111\u1ed9ng ho\u00e1 v\u1ec1 ng\u1eef c\u1ea3nh d\u1eef li\u1ec7u tr\u1ef1c quan. T\u1eeb \u0111\u00f3, m\u00e1y t\u00ednh c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng ph\u00e2n bi\u1ec7t h\u00ecnh \u1ea3nh n\u00e0y v\u1edbi h\u00ecnh \u1ea3nh kh\u00e1c d\u1ef1a v\u00e0o d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c cung c\u1ea5p.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nh\u1edd v\u00e0o kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng ho\u00e1, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong nhi\u1ec1u ng\u00e0nh, ti\u00eau bi\u1ec3u nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t: M\u1edf kh\u00f3a b\u1eb1ng khu\u00f4n m\u1eb7t tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh s\u1ebd m\u1edf kh\u00f3a thi\u1ebft b\u1ecb b\u1eb1ng c\u00e1ch \u00e1nh x\u1ea1 v\u00e0 kh\u1edbp c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m tr\u00ean khu\u00f4n m\u1eb7t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Theo d\u00f5i \u0111\u1ed1i t\u01b0\u1ee3ng: Theo d\u00f5i c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng th\u00f4ng qua d\u1eef li\u1ec7u m\u00f4 t\u1ea3 v\u1ec1 h\u00ecnh th\u1ec3, khu\u00f4n m\u1eb7t, d\u00e1ng \u0111i, v.v.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh: Ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c v\u00e0 d\u1ef1 \u0111o\u00e1n l\u1edbp nh\u1ea5t \u0111\u1ecbnh.<\/span><\/li>\n<\/ul>\n<h3><strong>H\u1ecdc m\u00e1y (Machine learning)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">H\u1ecdc m\u00e1y l\u00e0 kh\u1ea3 n\u0103ng m\u00e1y m\u00f3c t\u1ef1 \u0111\u1ed9ng h\u1ecdc t\u1eeb d\u1eef li\u1ec7u v\u00e0 thu\u1eadt to\u00e1n, \u0111\u1ed3ng th\u1eddi l\u00e0 m\u1ed9t trong nh\u1eefng nh\u00e1nh \u0111\u00f2i h\u1ecfi kh\u1eaft khe h\u01a1n c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. H\u1ecdc m\u00e1y c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng kinh nghi\u1ec7m trong qu\u00e1 kh\u1ee9 v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh c\u1ee5 th\u1ec3 \u0111\u1ec3 l\u00e0m nh\u01b0 v\u1eady.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Qu\u00e1 tr\u00ecnh n\u00e0y b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u l\u1ecbch s\u1eed, nh\u01b0 h\u01b0\u1edbng d\u1eabn v\u00e0 tr\u1ea3i nghi\u1ec7m tr\u1ef1c ti\u1ebfp, \u0111\u1ec3 c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh logic cho suy lu\u1eadn trong t\u01b0\u01a1ng lai. \u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a k\u1ebft qu\u1ea3 ph\u1ee5 thu\u1ed9c v\u00e0o k\u00edch th\u01b0\u1edbc d\u1eef li\u1ec7u. L\u01b0u \u00fd, l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u00e0ng l\u1edbn s\u1ebd x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh c\u00e0ng t\u1ed1t.\u00a0<\/span><\/p>\n<h3><strong>M\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh\/h\u1ecdc s\u00e2u<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">M\u1ea1ng th\u1ea7n kinh c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 m\u1ea1ng th\u1ea7n kinh nh\u00e2n t\u1ea1o (Artificial Neural Network &#8211; ANN) ho\u1eb7c m\u1ea1ng th\u1ea7n kinh m\u00f4 ph\u1ecfng (Spiking neural network &#8211; SNN). C\u00e1c m\u1ea1ng n\u00e0y s\u1ebd sao ch\u00e9p c\u00e1ch c\u00e1c n\u01a1-ron sinh h\u1ecdc trong b\u1ed9 n\u00e3o con ng\u01b0\u1eddi truy\u1ec1n t\u00edn hi\u1ec7u cho nhau, t\u1eeb \u0111\u00f3 x\u00e2y d\u1ef1ng m\u1ed9t quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng t\u01b0\u01a1ng t\u1ef1 con ng\u01b0\u1eddi.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">ANN c\u00f3 c\u00e1c node layer\u00a0 \u2013 bao g\u1ed3m m\u1ed9t l\u1edbp \u0111\u1ea7u v\u00e0o, m\u1ed9t ho\u1eb7c nhi\u1ec1u l\u1edbp \u1ea9n v\u00e0 m\u1ed9t l\u1edbp \u0111\u1ea7u ra. M\u1ed7i node, c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 n\u01a1-ron nh\u00e2n t\u1ea1o, k\u1ebft n\u1ed1i v\u1edbi c\u00e1c n\u01a1-ron kh\u00e1c c\u00f3 m\u1ee9c v\u00e0 tr\u1ecdng l\u01b0\u1ee3ng t\u01b0\u01a1ng \u0111\u01b0\u01a1ng.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Khi \u0111\u1ea7u ra c\u1ee7a m\u1ed9t node ri\u00eang l\u1ebb v\u01b0\u1ee3t qu\u00e1 gi\u00e1 tr\u1ecb ng\u01b0\u1ee1ng x\u00e1c \u0111\u1ecbnh, node \u0111\u00f3 s\u1ebd \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t \u0111\u1ec3 g\u1eedi d\u1eef li\u1ec7u \u0111\u1ebfn l\u1edbp m\u1ea1ng ti\u1ebfp theo. M\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh c\u1ea7n d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o \u0111\u1ec3 v\u1eeba h\u1ecdc h\u1ecfi v\u1eeba c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/span><\/p>\n<h3><strong>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (Natural Language Processing &#8211; NLP)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean cho ph\u00e9p m\u00e1y t\u00ednh hi\u1ec3u c\u1ea3 v\u0103n b\u1ea3n v\u00e0 l\u1eddi n\u00f3i nh\u01b0 con ng\u01b0\u1eddi. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y, ng\u00f4n ng\u1eef h\u1ecdc v\u00e0 h\u1ecdc s\u00e2u cho ph\u00e9p m\u00e1y t\u00ednh x\u1eed l\u00fd ng\u00f4n ng\u1eef c\u1ee7a con ng\u01b0\u1eddi d\u1ef1a tr\u00ean d\u1eef li\u1ec7u gi\u1ecdng n\u00f3i ho\u1eb7c v\u0103n b\u1ea3n \u0111\u1ec3 hi\u1ec3u \u0111\u1ea7y \u0111\u1ee7 \u00fd ngh\u0129a, \u00fd \u0111\u1ecbnh v\u00e0 c\u1ea3m x\u00fac.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5: khi nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i ho\u1eb7c chuy\u1ec3n gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n, d\u1eef li\u1ec7u gi\u1ecdng n\u00f3i \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i m\u1ed9t c\u00e1ch \u0111\u00e1ng tin c\u1eady \u0111\u1ec3 chuy\u1ec3n th\u00e0nh d\u1eef li\u1ec7u v\u0103n b\u1ea3n.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 kh\u00f3 kh\u0103n khi m\u1ecdi ng\u01b0\u1eddi n\u00f3i v\u1edbi nhi\u1ec1u ng\u1eef \u0111i\u1ec7u v\u1edbi tr\u1ecdng \u00e2m kh\u00e1c nhau. C\u00e1c l\u1eadp tr\u00ecnh vi\u00ean ph\u1ea3i thu\u1eadt to\u00e1n c\u00e1c \u1ee9ng d\u1ee5ng tr\u00ean m\u00e1y t\u00ednh d\u1ef1a tr\u00ean ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u1ec3 ch\u00fang c\u00f3 th\u1ec3 hi\u1ec3u v\u00e0 nh\u1eadn d\u1ea1ng d\u1eef li\u1ec7u ngay t\u1eeb \u0111\u1ea7u. M\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean l\u00e0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Chatbot \u1ea3o: H\u1ecd c\u00f3 th\u1ec3 nh\u1eadn ra th\u00f4ng tin theo ng\u1eef c\u1ea3nh \u0111\u1ec3 \u0111\u01b0a ra ph\u1ea3n h\u1ed3i t\u1ed1t h\u01a1n cho kh\u00e1ch h\u00e0ng theo th\u1eddi gian.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ph\u00e1t hi\u1ec7n th\u01b0 r\u00e1c: Ph\u00e2n lo\u1ea1i v\u0103n b\u1ea3n x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u00f3 th\u1ec3 qu\u00e9t ng\u00f4n ng\u1eef trong email \u0111\u1ec3 ph\u00e1t hi\u1ec7n h\u00e0nh vi l\u1eeba \u0111\u1ea3o ho\u1eb7c th\u01b0 r\u00e1c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch t\u00ecnh c\u1ea3m: Ph\u00e2n t\u00edch ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i gi\u00fap r\u00fat ra c\u1ea3m x\u00fac v\u00e0 th\u00e1i \u0111\u1ed9 v\u1ec1 s\u1ea3n ph\u1ea9m.<\/span><\/li>\n<\/ul>\n<h3><strong>B\u1ea3o m\u1eadt AI (AI Security)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Thu\u1eadt ng\u1eef B\u1ea3o m\u1eadt AI \u0111\u1ec1 c\u1eadp \u0111\u1ebfn nh\u1eefng c\u00e2n nh\u1eafc v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt v\u00e0 qu\u1ea3n tr\u1ecb trong vi\u1ec7c t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng khai th\u00e1c v\u00e0 gi\u00e1n \u0111o\u1ea1n c\u00e1c h\u1ec7 th\u1ed1ng AI.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">L\u0129nh v\u1ef1c B\u1ea3o m\u1eadt AI nh\u1eadn th\u1ea5y r\u1eb1ng b\u1ea3o m\u1eadt c\u1ee7a h\u1ec7 th\u1ed1ng AI ph\u1ea3i \u0111\u01b0\u1ee3c coi l\u00e0 ph\u1ea7n m\u1edf r\u1ed9ng c\u1ee7a c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt th\u00f4ng tin v\u00e0 m\u1ea1ng hi\u1ec7n c\u00f3, v\u1edbi c\u00e1c bi\u1ec7n ph\u00e1p ki\u1ec3m so\u00e1t v\u00e0 y\u00eau c\u1ea7u b\u1ed5 sung c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u1ea3i quy\u1ebft b\u1ec1 m\u1eb7t t\u1ea5n c\u00f4ng do AI b\u1ed5 sung v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh truy\u1ec1n th\u1ed1ng.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn t\u1ed9i ph\u1ea1m m\u1ea1ng ng\u00e0y c\u00e0ng t\u0103ng v\u00e0 ph\u1ee9c t\u1ea1p, vi\u1ec7c t\u00edch h\u1ee3p ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0o c\u00e1c bi\u1ec7n ph\u00e1p an m\u00ecnh v\u00e0 b\u1ea3o m\u1eadt c\u00e1c m\u1ea1ng kh\u00f4ng b\u1ea3o v\u1ec7 l\u00e0 \u0111i\u1ec1u c\u1ea7n \u0111\u01b0\u1ee3c th\u1ef1c thi ngay l\u1eadp t\u1ee9c.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cac_co_hoi_viec_lam_trong_nganh_tri_tue_nhan_tao\"><\/span><b>C\u00e1c c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m trong ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">C\u00e1c c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m trong ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang t\u1ec9 l\u1ec7 thu\u1eadn v\u1edbi \u0111\u1ed9 ph\u00e1t tri\u1ec3n c\u1ee7a ng\u00e0nh, t\u1ee9c AI c\u00e0ng ph\u00e1t tri\u1ec3n th\u00ec s\u1ebd c\u00f3 nhi\u1ec1u vi\u1ec7c l\u00e0m \u0111\u01b0\u1ee3c r\u1ed9ng m\u1edf. V\u00ec nh\u01b0 v\u1eady, b\u1ea1n c\u00f3 th\u1ec3 ch\u1ecdn l\u1ef1a m\u1ed9t v\u1ecb tr\u00ed ph\u00f9 h\u1ee3p d\u1ef1a v\u00e0o v\u1ecb tr\u00ed, kinh nghi\u1ec7m v\u00e0 s\u1edf th\u00edch c\u1ee7a b\u1ea1n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 t\u00ecm ki\u1ebfm c\u00e1c c\u00f4ng vi\u1ec7c n\u00e0y tr\u00ean ITviec v\u1edbi v\u00f4 v\u00e0ng c\u01a1 h\u1ed9i t\u1eeb c\u00f4ng ty l\u1edbn b\u00e9 v\u00e0 cho nhi\u1ec1u c\u1ea5p \u0111\u1ed9 t\u1eeb ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u \u0111\u1ebfn c\u00e1c chuy\u00ean gia.<\/span><\/p>\n<h3><strong>K\u1ef9 s\u01b0 h\u1ecdc m\u00e1y (Machine Learning Engineer)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00e1c k\u1ef9 s\u01b0 h\u1ecdc m\u00e1y \u0111ang \u1edf \u0111i\u1ec3m giao thoa gi\u1eefa c\u00f4ng ngh\u1ec7 ph\u1ea7n m\u1ec1m v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. H\u1ecd t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 d\u1eef li\u1ec7u l\u1edbn v\u00e0 khung l\u1eadp tr\u00ecnh \u0111\u1ec3 t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng s\u1eb5n s\u00e0ng cho s\u1ea3n xu\u1ea5t, c\u00f3 th\u1ec3 x\u1eed l\u00fd h\u00e0ng terabyte d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00f4ng vi\u1ec7c k\u1ef9 s\u01b0 m\u00e1y h\u1ecdc l\u00e0 ph\u00f9 h\u1ee3p nh\u1ea5t cho b\u1ea5t k\u1ef3 ai c\u00f3 n\u1ec1n t\u1ea3ng k\u1ebft h\u1ee3p khoa h\u1ecdc d\u1eef li\u1ec7u, nghi\u00ean c\u1ee9u \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng ngh\u1ec7 ph\u1ea7n m\u1ec1m. C\u00f4ng vi\u1ec7c AI t\u00ecm ki\u1ebfm nh\u1eefng \u1ee9ng vi\u00ean c\u00f3 k\u1ef9 n\u0103ng to\u00e1n h\u1ecdc v\u1eefng v\u00e0ng, kinh nghi\u1ec7m v\u1ec1 h\u1ecdc m\u00e1y, h\u1ecdc s\u00e2u, m\u1ea1ng th\u1ea7n kinh v\u00e0 \u1ee9ng d\u1ee5ng \u0111\u00e1m m\u00e2y c\u0169ng nh\u01b0 k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh b\u1eb1ng Java, Python v\u00e0 Scala. N\u00f3 c\u0169ng gi\u00fap th\u00e0nh th\u1ea1o c\u00e1c c\u00f4ng c\u1ee5 IDE ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m nh\u01b0 Eclipse v\u00e0 IntelliJ. B\u1ea1n c\u00f3 th\u1ec3 s\u1ebd c\u1ea7n b\u1eb1ng c\u1eed nh\u00e2n Khoa h\u1ecdc M\u00e1y t\u00ednh ho\u1eb7c l\u0129nh v\u1ef1c li\u00ean quan.<\/span><\/p>\n<h3><strong>Chuy\u00ean vi\u00ean khoa h\u1ecdc d\u1eef li\u1ec7u (Data Scientist)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00e1c Data Scientist thu th\u1eadp d\u1eef li\u1ec7u th\u00f4, ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u00f3 v\u00e0 thu th\u1eadp th\u00f4ng tin chuy\u00ean s\u00e2u cho nhi\u1ec1u m\u1ee5c \u0111\u00edch kh\u00e1c nhau. H\u1ecd s\u1eed d\u1ee5ng nhi\u1ec1u c\u00f4ng c\u1ee5 c\u00f4ng ngh\u1ec7, quy tr\u00ecnh v\u00e0 thu\u1eadt to\u00e1n kh\u00e1c nhau \u0111\u1ec3 tr\u00edch xu\u1ea5t ki\u1ebfn th\u1ee9c t\u1eeb d\u1eef li\u1ec7u v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu c\u00f3 \u00fd ngh\u0129a.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 c\u01a1 b\u1ea3n nh\u01b0 x\u00e1c \u0111\u1ecbnh nh\u1eefng \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng trong d\u1eef li\u1ec7u chu\u1ed7i th\u1eddi gian ho\u1eb7c ph\u1ee9c t\u1ea1p nh\u01b0 d\u1ef1 \u0111o\u00e1n c\u00e1c s\u1ef1 ki\u1ec7n trong t\u01b0\u01a1ng lai v\u00e0 \u0111\u01b0a ra khuy\u1ebfn ngh\u1ecb. C\u00e1c b\u1eb1ng c\u1ea5p ch\u00ednh \u0111\u01b0\u1ee3c mong \u0111\u1ee3i c\u1ee7a m\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1eb1ng c\u1eed nh\u00e2n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1eb1ng c\u1ea5p cao v\u1ec1 th\u1ed1ng k\u00ea, to\u00e1n h\u1ecdc, khoa h\u1ecdc m\u00e1y t\u00ednh, v.v.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hi\u1ec3u bi\u1ebft v\u1ec1 d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac v\u00e0 ph\u00e2n t\u00edch th\u1ed1ng k\u00ea<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u1ea3i nghi\u1ec7m v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 \u0111\u00e1m m\u00e2y nh\u01b0 Amazon S3 v\u00e0 n\u1ec1n t\u1ea3ng Hadoop<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh v\u1edbi Python, Perl, Scala, SQL, v.v.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c l\u00e0m vi\u1ec7c v\u1ec1 Hive, Hadoop, MapReduce, Pig, Spark, v.v.<\/span><\/li>\n<\/ul>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/data-analyst-vs-data-scientist\/\" target=\"_blank\" rel=\"noopener\"><strong>Ph\u00e2n bi\u1ec7t Data Scientist v\u00e0 Data Analyst<\/strong><\/a><\/em><\/p><\/blockquote>\n<h3><strong>Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u kinh doanh (Business Intelligence Developer)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00e1c Business Intelligence Developer (BI) x\u1eed l\u00fd d\u1eef li\u1ec7u b\u00ean trong v\u00e0 b\u00ean ngo\u00e0i ph\u1ee9c t\u1ea1p \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xu h\u01b0\u1edbng. V\u00ed d\u1ee5: trong m\u1ed9t c\u00f4ng ty d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh, \u0111\u00e2y c\u00f3 th\u1ec3 l\u00e0 ng\u01b0\u1eddi theo d\u00f5i d\u1eef li\u1ec7u th\u1ecb tr\u01b0\u1eddng ch\u1ee9ng kho\u00e1n \u0111\u1ec3 gi\u00fap \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u1ea7u t\u01b0. Trong m\u1ed9t c\u00f4ng ty s\u1ea3n xu\u1ea5t s\u1ea3n ph\u1ea9m, \u0111\u00e2y c\u00f3 th\u1ec3 l\u00e0 ng\u01b0\u1eddi theo d\u00f5i xu h\u01b0\u1edbng b\u00e1n h\u00e0ng \u0111\u1ec3 \u0111\u01b0a ra chi\u1ebfn l\u01b0\u1ee3c ph\u00e2n ph\u1ed1i.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, kh\u00f4ng gi\u1ed1ng nh\u01b0 nh\u00e0 ph\u00e2n t\u00edch, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n kinh doanh th\u00f4ng minh kh\u00f4ng t\u1ef1 t\u1ea1o b\u00e1o c\u00e1o. H\u1ecd th\u01b0\u1eddng ch\u1ecbu tr\u00e1ch nhi\u1ec7m thi\u1ebft k\u1ebf, l\u1eadp m\u00f4 h\u00ecnh v\u00e0 duy tr\u00ec d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p trong n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y c\u00f3 kh\u1ea3 n\u0103ng truy c\u1eadp cao \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng doanh nghi\u1ec7p s\u1eed d\u1ee5ng trang t\u1ed5ng quan. Tr\u00ecnh \u0111\u1ed9 chuy\u00ean m\u00f4n mong \u0111\u1ee3i c\u1ee7a m\u1ed9t nh\u00e0 ph\u00e1t tri\u1ec3n BI l\u00e0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1eb1ng c\u1eed nh\u00e2n v\u1ec1 kinh t\u1ebf ho\u1eb7c l\u0129nh v\u1ef1c li\u00ean quan<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u00f3 kinh nghi\u1ec7m th\u1ef1c t\u1ebf v\u1ec1 thi\u1ebft k\u1ebf kho d\u1eef li\u1ec7u, khai th\u00e1c d\u1eef li\u1ec7u, SQL, v.v.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u00e0m quen v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 BI nh\u01b0 Tableau, Power BI, v.v.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng ph\u00e2n t\u00edch v\u00e0 k\u1ef9 thu\u1eadt m\u1ea1nh m\u1ebd<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u00a0<strong>Nghi\u00ean c\u1ee9u sinh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (Research Scientist)<\/strong><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Vai tr\u00f2 nghi\u00ean c\u1ee9u sinh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t trong nh\u1eefng ngh\u1ec1 nghi\u1ec7p AI mang t\u00ednh h\u1ecdc thu\u1eadt nh\u1ea5t. H\u1ecd \u0111\u1eb7t nh\u1eefng c\u00e2u h\u1ecfi m\u1edbi v\u00e0 s\u00e1ng t\u1ea1o \u0111\u1ec3 \u0111\u01b0\u1ee3c AI tr\u1ea3 l\u1eddi. H\u1ecd l\u00e0 nh\u1eefng chuy\u00ean gia trong nhi\u1ec1u l\u0129nh v\u1ef1c v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, bao g\u1ed3m to\u00e1n h\u1ecdc, h\u1ecdc m\u00e1y, h\u1ecdc s\u00e2u v\u00e0 th\u1ed1ng k\u00ea. Gi\u1ed1ng nh\u01b0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u ph\u1ea3i c\u00f3 b\u1eb1ng ti\u1ebfn s\u0129 v\u1ec1 khoa h\u1ecdc m\u00e1y t\u00ednh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c t\u1ed5 ch\u1ee9c tuy\u1ec3n d\u1ee5ng mong mu\u1ed1n c\u00e1c nh\u00e0 khoa h\u1ecdc nghi\u00ean c\u1ee9u c\u00f3 ki\u1ebfn th\u1ee9c v\u00e0 kinh nghi\u1ec7m s\u00e2u r\u1ed9ng v\u1ec1 nh\u1eadn th\u1ee9c m\u00e1y t\u00ednh, m\u00f4 h\u00ecnh \u0111\u1ed3 h\u1ecda, h\u1ecdc t\u0103ng c\u01b0\u1eddng v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. Ki\u1ebfn th\u1ee9c v\u1ec1 \u0111o \u0111i\u1ec3m chu\u1ea9n, t\u00ednh to\u00e1n song song, t\u00ednh to\u00e1n ph\u00e2n t\u00e1n, h\u1ecdc m\u00e1y v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t l\u1ee3i th\u1ebf.<\/span><\/p>\n<h3><strong>K\u1ef9 s\u01b0\/Ki\u1ebfn tr\u00fac s\u01b0 d\u1eef li\u1ec7u l\u1edbn (Big Data Engineer\/Architect)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00e1c chuy\u00ean gia v\u00e0 ki\u1ebfn tr\u00fac s\u01b0 k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u l\u1edbn ph\u00e1t tri\u1ec3n h\u1ec7 sinh th\u00e1i cho ph\u00e9p c\u00e1c ng\u00e0nh v\u00e0 c\u00f4ng ngh\u1ec7 kinh doanh kh\u00e1c nhau giao ti\u1ebfp hi\u1ec7u qu\u1ea3. So v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, vai tr\u00f2 n\u00e0y c\u00f3 th\u1ec3 c\u00f3 li\u00ean quan nhi\u1ec1u h\u01a1n v\u00ec c\u00e1c k\u1ef9 s\u01b0 v\u00e0 ki\u1ebfn tr\u00fac s\u01b0 th\u01b0\u1eddng \u0111\u01b0\u1ee3c giao nhi\u1ec7m v\u1ee5 l\u1eadp k\u1ebf ho\u1ea1ch, thi\u1ebft k\u1ebf v\u00e0 ph\u00e1t tri\u1ec3n m\u00f4i tr\u01b0\u1eddng d\u1eef li\u1ec7u l\u1edbn tr\u00ean h\u1ec7 th\u1ed1ng Hadoop v\u00e0 Spark.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u1edbi ng\u00e0nh n\u00e0y, y\u00eau c\u1ea7u Ccc k\u1ef9 s\u01b0 d\u1eef li\u1ec7u l\u1edbn ph\u1ea3i c\u00f3 k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh b\u1eb1ng C++, Java, Python ho\u1eb7c Scala. H\u1ecd c\u0169ng c\u1ea7n c\u00f3 kinh nghi\u1ec7m v\u1ec1 khai th\u00e1c d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 di chuy\u1ec3n d\u1eef li\u1ec7u, hay t\u1ed5ng quan v\u1ec1 x\u1eed l\u00fd d\u1eef li\u1ec7u.\u00a0<\/span><\/p>\n<h3><strong>Gi\u00e1m \u0110\u1ed1c AI (AI Product Manager)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">AI Product Manager, hay c\u00f2n g\u1ecdi l\u00e0 gi\u00e1m \u0111\u1ed1c s\u1ea3n ph\u1ea9m AI, c\u00f3 nhi\u1ec7m v\u1ee5 li\u00ean k\u1ebft c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0o trong s\u1ea3n ph\u1ea9m v\u00e0 chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee7a c\u00f4ng ty. H\u1ecd l\u00e0 ng\u01b0\u1eddi ch\u1ecbu tr\u00e1ch nhi\u1ec7m t\u1eeb kh\u00e2u s\u00e1ng t\u1ea1o, l\u00ean \u00fd t\u01b0\u1edfng, s\u1ea3n xu\u1ea5t, cho \u0111\u1ebfn khi ra m\u1eaft s\u1ea3n ph\u1ea9m. V\u00ec v\u1eady, nh\u1eefng ng\u01b0\u1eddi qu\u1ea3n l\u00fd n\u00e0y bu\u1ed9c ph\u1ea3i c\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 kh\u1ea3 n\u0103ng khai th\u00e1c d\u1eef li\u1ec7u, nh\u1eefng c\u00e2n nh\u1eafc v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c khi \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, c\u0169ng nh\u01b0 n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c c\u00e1c thu\u1eadt to\u00e1n \u0111\u1eb1ng sau.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00ean c\u1ea1nh \u0111\u00f3, gi\u00e1m \u0111\u1ed1c s\u1ea3n ph\u1ea9m AI bu\u1ed9c ph\u1ea3i th\u00e0nh th\u1ea1o vi\u1ec7c ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng v\u00e0 ng\u01b0\u1eddi d\u00f9ng, h\u1ea1n ch\u1ebf c\u1ee7a AI, \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o s\u1ea3n ph\u1ea9m \u0111\u01b0\u1ee3c s\u1ea3n xu\u1ea5t ph\u00f9 h\u1ee3p v\u1edbi xu h\u01b0\u1edbng v\u00e0 nhu c\u1ea7u ng\u01b0\u1eddi mua, \u0111\u1ea3m b\u1ea3o qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi s\u1ea3n ph\u1ea9m. Nh\u1eefng k\u1ef9 n\u0103ng \u0111\u00f2i h\u1ecfi AI product manager c\u1ea7n c\u00f3 nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u00ecnh \u0111\u1ed9 k\u1ef9 thu\u1eadt: c\u00f3 n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc v\u1ec1 c\u00e1c nguy\u00ean t\u1eafc c\u01a1 b\u1ea3n c\u1ee7a ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, h\u1ecdc m\u00e1y (ML), ph\u00e2n t\u00edch ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP), l\u1eadp tr\u00ecnh, c\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u00e0 thu\u1eadt to\u00e1n, l\u00e0m quen v\u1edbi nh\u00f3m c\u00f4ng ngh\u1ec7 h\u1ed7 tr\u1ee3 c\u00e1c m\u00f4 h\u00ecnh AI.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">S\u1ef1 nh\u1ea1y b\u00e9n v\u1ec1 d\u1eef li\u1ec7u: ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m c\u1ea7n tr\u1ef1c gi\u00e1c nh\u1ea1y b\u00e9n v\u1ec1 d\u1eef li\u1ec7u c\u0169ng nh\u01b0 nh\u1eadn th\u1ee9c \u0111\u01b0\u1ee3c c\u00e1c ti\u00eau chu\u1ea9n v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u v\u00e0 \u1ee9ng d\u1ee5ng \u0111\u1ea1o \u0111\u1ee9c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">N\u1eafm b\u1eaft c\u00e1c gi\u1edbi h\u1ea1n c\u1ee7a AI: n\u1eafm r\u00f5 nh\u1eefng h\u1ea1n ch\u1ebf v\u00e0 th\u00e1ch th\u1ee9c v\u1ed1n c\u00f3 c\u1ee7a AI, t\u1eeb \u0111\u00f3 ph\u00e2n t\u00edch nh\u1eefng gi\u1edbi h\u1ea1n trong vi\u1ec7c tri\u1ec3n khai v\u00e0 duy tr\u00ec c\u00e1c m\u00f4 h\u00ecnh AI trong b\u1ed1i c\u1ea3nh th\u1ebf gi\u1edbi th\u1ef1c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng m\u1ec1m v\u00e0 l\u00e0m vi\u1ec7c nh\u00f3m: duy tr\u00ec s\u1ef1 nhanh nh\u1eb9n, s\u1eb5n s\u00e0ng thay \u0111\u1ed5i \u0111\u1ec3 \u0111\u00e1p \u1ee9ng v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 v\u00e0 b\u1ed1i c\u1ea3nh kinh doanh \u0111ang thay \u0111\u1ed5i.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ecdc t\u1eadp li\u00ean t\u1ee5c: Tham gia v\u00e0o c\u00e1c kh\u00f3a h\u1ecdc, c\u00e1c b\u00e0i \u0111\u1ecdc khai s\u00e1ng, tham gia h\u1ed9i th\u1ea3o v\u00e0 lu\u00f4n hi\u1ec7n di\u1ec7n t\u1ea1i c\u00e1c h\u1ed9i ngh\u1ecb quan tr\u1ecdng \u0111\u1ec3 m\u1edf r\u1ed9ng ki\u1ebfn th\u1ee9c v\u00e0 n\u00e2ng cao c\u00e1c m\u1ed1i quan h\u1ec7.\u00a0<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\"><strong>AI Prompt Engineer<\/strong>\u00a0<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI prompt engineer l\u00e0 chuy\u00ean gia trong vi\u1ec7c t\u1ea1o ra c\u00e1c l\u1eddi nh\u1eafc d\u01b0\u1edbi d\u1ea1ng v\u0103n b\u1ea3n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c di\u1ec5n gi\u1ea3i v\u00e0 hi\u1ec3u b\u1eb1ng c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 AI t\u1ed5ng h\u1ee3p. \u0110\u00e2y l\u00e0 m\u00f4 h\u00ecnh m\u1edbi n\u1ed5i t\u1eeb c\u00e1c c\u00f4ng c\u1ee5 AI nh\u01b0 ChatGPT c\u1ee7a OpenAI, Bard c\u1ee7a Google, Dall-E, Midjourney v\u00e0 Stable Diffusion nh\u1eb1m gi\u1ea3i \u0111\u00e1p nh\u1eefng th\u1eafc m\u1eafc d\u1ef1a tr\u00ean l\u1ec7nh \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c k\u1ef9 s\u01b0 n\u00e0y c\u00f3 vai tr\u00f2 nh\u01b0 c\u1ea7u n\u1ed1i gi\u1eefa c\u00e1c m\u00f4 h\u00ecnh AI v\u00e0 ng\u01b0\u1eddi d\u00f9ng. H\u1ecd t\u1ea1o ra \u0111\u1ea7u v\u00e0o \u0111\u1ec3 hu\u1ea5n luy\u1ec7n AI, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra nh\u1eefng ph\u1ea3n h\u1ed3i ho\u1eb7c \u0111\u1ea7u ra ph\u00f9 h\u1ee3p. Nhi\u1ec7m v\u1ee5 ch\u00ednh c\u1ee7a h\u1ecd l\u00e0 t\u1ea1o ra c\u00e1c l\u1eddi nh\u1eafc d\u01b0\u1edbi d\u1ea1ng v\u0103n b\u1ea3n AI \u0111\u1ec3 ho\u00e0n th\u00e0nh c\u00e1c nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3 m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3, ch\u1eb3ng h\u1ea1n nh\u01b0 so\u1ea1n b\u00e0i lu\u1eadn, b\u00e0i \u0111\u0103ng tr\u00ean blog ho\u1eb7c email b\u00e1n h\u00e0ng. Qu\u00e1 tr\u00ecnh n\u00e0y y\u00eau c\u1ea7u h\u1ecd nh\u1eadp nh\u1eefng l\u1eddi nh\u1eafc n\u00e0y v\u00e0o h\u1ec7 th\u1ed1ng AI, \u0111\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng n\u00e0y t\u1ea1o ra n\u1ed9i dung c\u00f3 gi\u1ecdng \u0111i\u1ec7u v\u00e0 th\u00f4ng tin ch\u00ednh x\u00e1c theo y\u00eau c\u1ea7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c v\u1ec1 AI, ML &amp; NLP: L\u00e0m quen v\u1edbi m\u00e1y h\u1ecdc, thu\u1eadt to\u00e1n, c\u1ea5u tr\u00fac m\u00f4 h\u00ecnh v\u00e0 nguy\u00ean t\u1eafc x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u00e0nh th\u1ea1o l\u1eadp tr\u00ecnh: N\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc v\u1ec1 Python \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c l\u1ec7nh, t\u00edch h\u1ee3p m\u00f4 h\u00ecnh v\u00e0 thao t\u00e1c d\u1eef li\u1ec7u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng giao ti\u1ebfp: Kh\u1ea3 n\u0103ng vi\u1ebft v\u00e0 giao ti\u1ebfp xu\u1ea5t s\u1eafc \u0111\u1ec3 l\u00e0m vi\u1ec7c nh\u00f3m v\u00e0 c\u00e1c b\u00ean li\u00ean quan.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u00ecnh \u0111\u1ed9 h\u1ecdc v\u1ea5n: B\u1eb1ng c\u1ea5p v\u1ec1 khoa h\u1ecdc m\u00e1y t\u00ednh, khoa h\u1ecdc d\u1eef li\u1ec7u ho\u1eb7c c\u00e1c l\u0129nh v\u1ef1c li\u00ean quan.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u1ea3i nghi\u1ec7m th\u1ef1c h\u00e0nh: \u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf v\u1edbi c\u00e1c m\u00f4 h\u00ecnh ChatGPT \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc nh\u01b0 GPT-3 ho\u1eb7c GPT-4 \u0111\u1ec3 hi\u1ec3u c\u00e1ch t\u1ea1o v\u0103n b\u1ea3n v\u00e0 t\u1ed1i \u01b0u h\u00f3a l\u1eddi nh\u1eafc.<\/span><\/li>\n<\/ul>\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=\"Nen_tang_kien_thuc_cua_nganh_tri_tue_nhan_tao_can_biet\"><\/span><b>N\u1ec1n t\u1ea3ng ki\u1ebfn th\u1ee9c c\u1ee7a ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u1ea7n bi\u1ebft<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, tr\u00ean th\u1ef1c t\u1ebf, kh\u00f4ng qu\u00e1 d\u1ec5 \u0111\u1ec3 c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u v\u00ec n\u00f3 c\u1ea7n hi\u1ec3u v\u00e0 th\u00e0nh th\u1ea1o nhi\u1ec1u k\u1ef9 n\u0103ng c\u00f4ng ngh\u1ec7 c\u01a1 b\u1ea3n v\u00e0 chuy\u00ean s\u00e2u. Tuy nhi\u00ean, \u0111\u00e2y l\u00e0 nh\u1eefng n\u1ec1n t\u1ea3ng ki\u1ebfn th\u1ee9c b\u1ea1n n\u00ean b\u1eaft \u0111\u1ea7u v\u1edbi khi tham gia v\u00e0o ng\u00e0nh:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">S\u1ed1 li\u1ec7u th\u1ed1ng k\u00ea: Th\u1ed1ng k\u00ea l\u00e0 m\u00f4n h\u1ecdc li\u00ean quan \u0111\u1ebfn vi\u1ec7c thu th\u1eadp, t\u1ed5 ch\u1ee9c, ph\u00e2n t\u00edch, gi\u1ea3i th\u00edch v\u00e0 tr\u00ecnh b\u00e0y d\u1eef li\u1ec7u. N\u00f3 cung c\u1ea5p n\u1ec1n t\u1ea3ng \u0111\u1ec3 hi\u1ec3u v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u trong AI.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">To\u00e1n h\u1ecdc: \u0110\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh, ph\u00e9p t\u00ednh, x\u00e1c su\u1ea5t v\u00e0 ph\u01b0\u01a1ng tr\u00ecnh vi ph\u00e2n \u0111\u1ec1u l\u00e0 nh\u1eefng c\u00f4ng th\u1ee9c to\u00e1n h\u1ecdc s\u1ebd \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong AI.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u1eadp tr\u00ecnh: Vi\u1ec7c tri\u1ec3n khai AI \u0111\u00f2i h\u1ecfi s\u1ef1 hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc v\u1ec1 l\u1eadp tr\u00ecnh. Bi\u1ebft c\u00e1ch vi\u1ebft code cho ph\u00e9p b\u1ea1n ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n AI, thao t\u00e1c d\u1eef li\u1ec7u v\u00e0 s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 th\u01b0 vi\u1ec7n AI. Python hi\u1ec7n l\u00e0 ng\u00f4n ng\u1eef ph\u1ed5 bi\u1ebfn nh\u1ea5t trong c\u1ed9ng \u0111\u1ed3ng AI do t\u00ednh \u0111\u01a1n gi\u1ea3n, linh ho\u1ea1t v\u00e0 c\u00f3 s\u1eb5n c\u00e1c th\u01b0 vi\u1ec7n nh\u01b0 pandas cho khoa h\u1ecdc d\u1eef li\u1ec7u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thao t\u00e1c d\u1eef li\u1ec7u: Thao t\u00e1c d\u1eef li\u1ec7u bao g\u1ed3m vi\u1ec7c l\u00e0m s\u1ea1ch, chuy\u1ec3n \u0111\u1ed5i v\u00e0 thao t\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 chu\u1ea9n b\u1ecb cho vi\u1ec7c ph\u00e2n t\u00edch s\u00e2u h\u01a1n ho\u1eb7c \u0111\u01b0a d\u1eef li\u1ec7u v\u00e0o c\u00e1c m\u00f4 h\u00ecnh AI.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Khoa h\u1ecdc d\u1eef li\u1ec7u: Khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a nhi\u1ec1u c\u00f4ng c\u1ee5, thu\u1eadt to\u00e1n v\u00e0 nguy\u00ean t\u1eafc h\u1ecdc m\u00e1y kh\u00e1c nhau nh\u1eb1m kh\u00e1m ph\u00e1 c\u00e1c m\u1eabu \u1ea9n t\u1eeb d\u1eef li\u1ec7u th\u00f4. L\u00e0 m\u1ed9t chuy\u00ean gia AI, vi\u1ec7c hi\u1ec3u qu\u00e1 tr\u00ecnh tr\u00edch xu\u1ea5t th\u00f4ng tin chi ti\u1ebft t\u1eeb d\u1eef li\u1ec7u l\u00e0 r\u1ea5t quan tr\u1ecdng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ecdc m\u00e1y: Machine Learning l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a AI, n\u01a1i m\u00e1y h\u1ecdc t\u1eeb d\u1eef li\u1ec7u \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t ho\u1eb7c \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c. \u0110i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 ph\u1ea3i hi\u1ec3u c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y kh\u00e1c nhau, c\u00e1ch ch\u00fang ho\u1ea1t \u0111\u1ed9ng v\u00e0 th\u1eddi \u0111i\u1ec3m s\u1eed d\u1ee5ng ch\u00fang.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ecdc s\u00e2u: Deep Learning, m\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a machine learning, s\u1eed d\u1ee5ng m\u1ea1ng th\u1ea7n kinh c\u00f3 nhi\u1ec1u l\u1edbp \u0111\u1ec3 m\u00f4 h\u00ecnh h\u00f3a v\u00e0 hi\u1ec3u c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p trong b\u1ed9 d\u1eef li\u1ec7u.\u00a0<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cac_cau_hoi_ve_nganh_tri_tue_nhan_tao_thuong_gap\"><\/span><b>C\u00e1c c\u00e2u h\u1ecfi v\u1ec1 ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o th\u01b0\u1eddng g\u1eb7p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><strong>L\u01b0\u01a1ng ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 bao nhi\u00eau?<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Theo <\/span><strong><a href=\"https:\/\/itviec.com\/blog\/bao-cao-luong-it\/\">kh\u1ea3o s\u00e1t<\/a><\/strong><span style=\"font-weight: 400;\"> v\u1ec1 l\u01b0\u01a1ng ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin n\u0103m 2023 \u2013 2024 do ITviec ti\u1ebfn h\u00e0nh, m\u1ee9c l\u01b0\u01a1ng c\u1ee7a v\u1ecb tr\u00ed AI Engineer c\u00f3 th\u1ec3 l\u00ean \u0111\u1ebfn 75 tri\u1ec7u\/ th\u00e1ng. C\u1ee5 th\u1ec3 m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb theo kho\u1ea3ng n\u0103m kinh nghi\u1ec7m:<\/span><\/p>\n<ul>\n<li>1-2 n\u0103m: 14 tri\u1ec7u \u0111\u1ed3ng\/ th\u00e1ng<\/li>\n<li>3-4 n\u0103m: 28 tri\u1ec7u \u0111\u1ed3ng\/ th\u00e1ng<\/li>\n<li>5-8 n\u0103m: 75 tri\u1ec7u \u0111\u1ed3ng\/ th\u00e1ng<\/li>\n<\/ul>\n<h3><strong>Ti\u1ec1m n\u0103ng v\u1ec1 c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p trong ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ed1t kh\u00f4ng?<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">C\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) t\u1ef7 l\u1ec7 thu\u1eadn v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a ng\u00e0nh. C\u00e1c chuy\u00ean gia AI \u0111ang \u0111\u01b0\u1ee3c tuy\u1ec3n d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u l\u0129nh v\u1ef1c, bao g\u1ed3m khoa h\u1ecdc d\u1eef li\u1ec7u, ph\u00e2n t\u00edch d\u1eef li\u1ec7u, machine learning, v\u00e0 deep learning. Ngo\u00e0i ra, c\u00f3 c\u01a1 h\u1ed9i cho c\u00e1c v\u1ecb tr\u00ed nh\u01b0 nh\u00e0 nghi\u00ean c\u1ee9u AI, k\u1ef9 s\u01b0 AI, chuy\u00ean gia t\u01b0 v\u1ea5n AI, v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI.\u00a0<\/span><\/p>\n<h3><strong>N\u00ean b\u1eaft \u0111\u1ea7u ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1eeb \u0111\u00e2u?<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u l\u1ed9 tr\u00ecnh h\u1ecdc ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1eeb c\u00e1c ngu\u1ed3n h\u1ecdc tr\u1ef1c tuy\u1ebfn mi\u1ec5n ph\u00ed nh\u01b0 c\u00e1c kh\u00f3a h\u1ecdc tr\u00ean Coursera, edX, hay Khan Academy \u0111\u1ec3 hi\u1ec3u v\u1ec1 c\u00e1c kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n nh\u01b0 machine learning v\u00e0 neural networks.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hay, b\u1ea1n c\u00f3 th\u1ec3 t\u1ef1 h\u1ecdc th\u00f4ng qua vi\u1ec7c \u0111\u1ecdc s\u00e1ch, xem video h\u01b0\u1edbng d\u1eabn tr\u00ean YouTube ho\u1eb7c tham gia c\u00e1c c\u1ed9ng \u0111\u1ed3ng tr\u1ef1c tuy\u1ebfn nh\u01b0 Reddit ho\u1eb7c Stack Overflow.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i ra, vi\u1ec7c tham gia v\u00e0o c\u00e1c d\u1ef1 \u00e1n th\u1ef1c ti\u1ec5n ho\u1eb7c c\u00e1c kh\u00f3a h\u1ecdc offline c\u0169ng l\u00e0 ph\u01b0\u01a1ng ph\u00e1p hi\u1ec7u qu\u1ea3 \u0111\u1ec3 \u1ee9ng d\u1ee5ng ki\u1ebfn th\u1ee9c v\u00e0o th\u1ef1c t\u1ebf.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><b> K\u1ebft lu\u1eadn<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o lu\u00f4n nh\u1eadn \u0111\u01b0\u1ee3c s\u1ef1 quan t\u00e2m c\u1ef1c k\u1ef3 l\u1edbn nh\u1edd v\u00e0o nh\u1eefng c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m r\u1ed9ng m\u1edf v\u1edbi m\u1ee9c l\u01b0\u01a1ng h\u1ea5p d\u1eabn. Tuy nhi\u00ean, l\u01b0u \u00fd r\u1eb1ng AI l\u00e0 m\u1ed9t m\u1ea3ng c\u00f4ng ngh\u1ec7 ph\u1ee9c t\u1ea1p v\u00e0 c\u1ea7n c\u1eadp nh\u1eadt li\u00ean t\u1ee5c c\u0169ng nh\u01b0 hi\u1ec3u \u0111\u01b0\u1ee3c nh\u1eefng ki\u1ebfn th\u1ee9c v\u1ec1 t\u00ednh \u1ee9ng d\u1ee5ng AI, c\u00e1c nh\u00e1nh, c\u00e1ch ho\u1ea1t \u0111\u1ed9ng t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao.<\/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>Nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m cho kh\u00f4ng nh\u1eefng th\u1ebf h\u1ec7 tr\u1ebb m\u00e0 c\u00f2n l\u00e0 v\u1edbi c\u00e1c chuy\u00ean vi\u00ean c\u00f4ng ngh\u1ec7. N\u1ebfu b\u1ea1n l\u00e0 ng\u01b0\u1eddi m\u1edbi tham gia v\u00e0o ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u0111\u1eebng b\u1ecf qua nh\u1eefng th\u00f4ng tin c\u1eadp nh\u1eadp m\u1edbi nh\u1ea5t [&hellip;]<\/p>\n","protected":false},"author":206,"featured_media":68483,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[10353,94],"tags":[],"class_list":["post-68363","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-data","category-su-nghiep-it"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec? 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