{"id":74680,"date":"2024-07-11T20:41:23","date_gmt":"2024-07-11T13:41:23","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=74680"},"modified":"2024-07-11T20:41:23","modified_gmt":"2024-07-11T13:41:23","slug":"ai-engineer-vs-data-scientist","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/ai-engineer-vs-data-scientist\/","title":{"rendered":"AI Engineer vs Data Scientist: Ph\u00e2n bi\u1ec7t qua 4 \u0111i\u1ec3m quan tr\u1ecdng"},"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\/ai-engineer-vs-data-scientist\/#AI_Engineer_vs_Data_Scientist_Trach_nhiem_va_mo_ta_cong_viec\" >AI Engineer vs Data Scientist: Tr\u00e1ch nhi\u1ec7m v\u00e0 m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c<\/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\/ai-engineer-vs-data-scientist\/#AI_Engineer_vs_Data_Scientist_Ky_nang_can_co\" >AI Engineer vs Data Scientist: K\u1ef9 n\u0103ng c\u1ea7n c\u00f3\u00a0<\/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\/ai-engineer-vs-data-scientist\/#AI_Engineer_vs_Data_Scientist_Yeu_cau_ve_trinh_do_hoc_van\" >AI Engineer vs Data Scientist: Y\u00eau c\u1ea7u v\u1ec1 tr\u00ecnh \u0111\u1ed9 h\u1ecdc v\u1ea5n<\/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\/ai-engineer-vs-data-scientist\/#AI_Engineer_vs_Data_Scientist_Con_duong_su_nghiep\" >AI Engineer vs Data Scientist: Con \u0111\u01b0\u1eddng s\u1ef1 nghi\u1ec7p<\/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\/ai-engineer-vs-data-scientist\/#Cau_hoi_thuong_gap_ve_AI_Engineer_vs_Data_Scientist\" >C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 AI Engineer vs Data Scientist<\/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\/ai-engineer-vs-data-scientist\/#Tong_ket_AI_Engineer_vs_Data_Scientist\" >T\u1ed5ng k\u1ebft AI Engineer vs Data Scientist<\/a><\/li><\/ul><\/nav><\/div>\n<p><em><strong>AI Engineer v\u00e0 Data Scientist \u0111\u1ec1u l\u00e0 nh\u1eefng v\u1ecb tr\u00ed \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong l\u0129nh v\u1ef1c IT, thu h\u00fat nhi\u1ec1u \u1ee9ng vi\u00ean ti\u1ec1m n\u0103ng. Nh\u01b0ng b\u1ea1n th\u1ef1c s\u1ef1 hi\u1ec3u r\u00f5 hai v\u1ecb tr\u00ed n\u00e0y kh\u00e1c nhau nh\u01b0 th\u1ebf n\u00e0o? B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u1ea3i m\u00e3 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI Engineer vs Data Scientist \u1edf c\u00e1c kh\u00eda c\u1ea1nh chuy\u00ean m\u00f4n c\u0169ng nh\u01b0 c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p \u0111\u1ec3 gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 l\u1ef1a ch\u1ecdn n\u00e0o ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi m\u00ecnh nh\u00e9.\u00a0<\/strong><\/em><\/p>\n<p><span style=\"font-weight: 400;\">B\u00e0i vi\u1ebft s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI Engineer vs Data Scientist \u1edf c\u00e1c kh\u00eda c\u1ea1nh:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u00e1ch nhi\u1ec7m v\u00e0 m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c AI Engineer vs Data Scientist<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng c\u1ea7n c\u00f3 cho m\u1ed7i v\u1ecb tr\u00ed<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Y\u00eau c\u1ea7u v\u1ec1 tr\u00ecnh \u0111\u1ed9 h\u1ecdc v\u1ea5n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Con \u0111\u01b0\u1eddng ngh\u1ec1 nghi\u1ec7p<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"AI_Engineer_vs_Data_Scientist_Trach_nhiem_va_mo_ta_cong_viec\"><\/span><b>AI Engineer vs Data Scientist: Tr\u00e1ch nhi\u1ec7m v\u00e0 m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ea7u ti\u00ean, h\u00e3y c\u00f9ng t\u00ecm hi\u1ec3m v\u1ec1 tr\u00e1ch nhi\u1ec7m, m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c c\u1ee7a hai v\u1ecb tr\u00ed n\u00e0y:<\/span><\/p>\n<h3><b>AI Engineer (K\u1ef9 s\u01b0 AI)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Tr\u00e1ch nhi\u1ec7m ch\u00ednh c\u1ee7a m\u1ed9t AI Engineer bao g\u1ed3m:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u1eadp tr\u00ecnh v\u00e0 hu\u1ea5n luy\u1ec7n c\u00e1c m\u1ea1ng l\u01b0\u1edbi v\u00e0 thu\u1eadt to\u00e1n kh\u00e1c nhau t\u1ea1o n\u00ean h\u1ec7 th\u1ed1ng AI.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tri\u1ec3n khai c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y nh\u01b0 h\u1ecdc s\u00e2u, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng ch\u1ea5t l\u01b0\u1ee3ng cao. M\u1ee5c ti\u00eau l\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n nhi\u1ec1u lo\u1ea1i nhi\u1ec7m v\u1ee5, t\u1eeb robot cho \u0111\u1ebfn \u1ee9ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">M\u1eb7c d\u00f9 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o s\u1ebd kh\u00f4ng bao gi\u1edd thay th\u1ebf tr\u00ed tu\u1ec7 hay kh\u1ea3 n\u0103ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi, c\u00e1c AI Engineer c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y gi\u00fap c\u00e1c doanh nghi\u1ec7p v\u00e0 t\u1ed5 ch\u1ee9c n\u00e2ng cao hi\u1ec7u qu\u1ea3, c\u1eaft gi\u1ea3m chi ph\u00ed v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh kinh doanh s\u00e1ng su\u1ed1t.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u1ef1c hi\u1ec7n nghi\u00ean c\u1ee9u \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c l\u00fd thuy\u1ebft ho\u1eb7c t\u1ea1o ra c\u00e1c thu\u1eadt to\u00e1n v\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong l\u0129nh v\u1ef1c \u0111i\u1ec7n to\u00e1n.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">L\u01b0u \u00fd: N\u1ebfu AI Engineer ch\u1ec9 t\u1eadp trung gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn h\u1ecdc m\u00e1y (ML), h\u1ecd c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 K\u1ef9 s\u01b0 ML (ML Engineer). L\u01b0u \u00fd \u0111i\u1ec1u n\u00e0y s\u1ebd gi\u00fap nh\u00e0 tuy\u1ec3n d\u1ee5ng d\u1ec5 t\u00ecm \u0111\u01b0\u1ee3c ng\u01b0\u1eddi c\u00f3 \u0111\u00fang k\u1ef9 n\u0103ng cho d\u1ef1 \u00e1n.<\/span><\/p>\n<h3><b>Data Scientist (Chuy\u00ean vi\u00ean khoa h\u1ecdc d\u1eef li\u1ec7u)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Trong m\u1ed9t d\u1ef1 \u00e1n, Data Scientist c\u00f3 th\u1ec3 l\u00e0 ng\u01b0\u1eddi gi\u1ea3i m\u00e3 h\u00e0ng tri\u1ec7u d\u00f2ng d\u1eef li\u1ec7u th\u00f4 \u0111\u1ec3 t\u00ecm ra nh\u1eefng hi\u1ec3u bi\u1ebft qu\u00fd b\u00e1u, gi\u00fap c\u1ea3i thi\u1ec7n chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee7a c\u00f4ng ty. Anh \u1ea5y kh\u00f4ng ch\u1ec9 bi\u1ebft c\u00e1ch l\u00e0m s\u1ea1ch v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u00e0 c\u00f2n bi\u1ebft c\u00e1ch bi\u1ebfn nh\u1eefng con s\u1ed1 kh\u00f4 khan th\u00e0nh c\u00e1c chi\u1ebfn l\u01b0\u1ee3c th\u1ef1c ti\u1ec5n, mang l\u1ea1i gi\u00e1 tr\u1ecb th\u1ef1c s\u1ef1 cho doanh nghi\u1ec7p.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tr\u00e1ch nhi\u1ec7m ch\u00ednh c\u1ee7a m\u1ed9t Data Scientist c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u00e0m s\u1ea1ch v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac, gi\u00fap c\u00e1c nh\u00f3m v\u00e0 t\u1ed5 ch\u1ee9c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n ho\u1eb7c t\u1ea1o ra nh\u1eefng hi\u1ec3u bi\u1ebft \u00fd ngh\u0129a.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh trong c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn v\u00e0 hi\u1ec3u d\u1eef li\u1ec7u th\u00f4ng qua c\u00e1c k\u1ef9 thu\u1eadt v\u00e0 k\u1ef9 n\u0103ng ph\u00e2n t\u00edch kh\u00e1c nhau. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c Data Scientist chia s\u1ebb nh\u1eefng ph\u00e1t hi\u1ec7n c\u1ee7a h\u1ecd, \u0111\u01b0a ra c\u00e1c khuy\u1ebfn ngh\u1ecb ho\u1eb7c \u0111\u1ec1 xu\u1ea5t c\u1ea3i ti\u1ebfn v\u1edbi kh\u00e1ch h\u00e0ng, \u0111\u1ed3ng nghi\u1ec7p v\u00e0 c\u00e1c b\u00ean li\u00ean quan kh\u00e1c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Khai th\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 c\u1ea3i thi\u1ec7n c\u00e1c quy tr\u00ecnh kinh doanh th\u00f4ng qua ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n v\u00e0 d\u1ef1 b\u00e1o t\u01b0\u01a1ng lai.<\/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 Analyst vs Data Scientist nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/a><\/em><\/p><\/blockquote>\n<h3><b>Nh\u1eadn \u0111\u1ecbnh<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">C\u1ea3 AI Engineer v\u00e0 Data Scientist \u0111\u1ec1u \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 th\u1ef1c ti\u1ec5n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, AI Engineer t\u1eadp trung v\u00e0o ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n v\u00e0 m\u00f4 h\u00ecnh AI, trong khi Data Scientist l\u00e0m vi\u1ec7c nhi\u1ec1u h\u01a1n v\u1edbi vi\u1ec7c ph\u00e2n t\u00edch v\u00e0 khai th\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh kinh doanh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hi\u1ec3u s\u1ef1 kh\u00e1c bi\u1ec7t n\u00e0y gi\u00fap doanh nghi\u1ec7p t\u1eadn d\u1ee5ng hi\u1ec7u qu\u1ea3 n\u0103ng l\u1ef1c c\u1ee7a c\u1ea3 hai v\u1ecb tr\u00ed.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_Engineer_vs_Data_Scientist_Ky_nang_can_co\"><\/span><b>AI Engineer vs Data Scientist: K\u1ef9 n\u0103ng c\u1ea7n c\u00f3\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">C\u00e1c AI Engineer v\u00e0 Data Scientist \u0111\u1ec1u c\u1ea7n s\u1edf h\u1eefu c\u00e1c ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt kh\u00e1c nhau. H\u00e3y t\u00ecm hi\u1ec3u c\u1ee5 th\u1ec3 h\u01a1n v\u1ec1 nh\u1eefng k\u1ef9 n\u0103ng b\u1ea1n c\u1ea7n c\u00f3 \u0111\u1ec3 th\u00e0nh c\u00f4ng trong m\u1ed7i vai tr\u00f2:<\/span><\/p>\n<h3><b>AI Engineer<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">AI Engineer n\u00ean th\u00e0nh th\u1ea1o c\u00e1c ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n sau:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh:<\/strong> C\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh ph\u1ed5 bi\u1ebfn trong l\u0129nh v\u1ef1c AI l\u00e0 Python, Java v\u00e0 C++.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>To\u00e1n h\u1ecdc n\u00e2ng cao:<\/strong> Hi\u1ec3u r\u00f5 v\u1ec1 \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh, vi t\u00edch ph\u00e2n, th\u1ed1ng k\u00ea. Ngo\u00e0i ra, ki\u1ebfn th\u1ee9c v\u1ec1 \u0111\u1ea1o h\u00e0m v\u00e0 t\u00edch ph\u00e2n c\u0169ng s\u1ebd h\u1eefu \u00edch khi l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c kh\u00e1i ni\u1ec7m nh\u01b0 gi\u1ea3m gradient.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>X\u1eed l\u00fd t\u00edn hi\u1ec7u:<\/strong> Kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1edbi x\u1eed l\u00fd t\u00edn hi\u1ec7u, kinh nghi\u1ec7m l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c thu\u1eadt to\u00e1n x\u1eed l\u00fd t\u00edn hi\u1ec7u nh\u01b0 Wavelets, Bandlets v\u00e0 Curvelets l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft cho vi\u1ec7c tr\u00edch xu\u1ea5t t\u00ednh n\u0103ng &#8211; c\u00f4ng vi\u1ec7c quan tr\u1ecdng trong h\u1ecdc m\u00e1y.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Ki\u1ebfn tr\u00fac m\u1ea1ng n\u01a1-ron:<\/strong> H\u00e3y t\u01b0\u1edfng t\u01b0\u1ee3ng b\u1ea1n \u0111ang l\u00e0m vi\u1ec7c tr\u00ean m\u1ed9t d\u1ef1 \u00e1n nh\u1eadn di\u1ec7n gi\u1ecdng n\u00f3i, n\u01a1i m\u1ed7i t\u1eeb ng\u1eef b\u1ea1n l\u1eadp tr\u00ecnh \u0111\u1ec1u ph\u1ea3i \u0111\u01b0\u1ee3c m\u00e1y t\u00ednh hi\u1ec3u v\u00e0 ph\u1ea3n h\u1ed3i ch\u00ednh x\u00e1c. S\u1ef1 hi\u1ec3u bi\u1ebft v\u1ec1 m\u1ea1ng n\u01a1-ron s\u1ebd gi\u00fap b\u1ea1n gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 n\u00e0y m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3, t\u1ea1o ra nh\u1eefng h\u1ec7 th\u1ed1ng AI th\u00f4ng minh c\u00f3 th\u1ec3 hi\u1ec3u v\u00e0 ph\u1ea3n h\u1ed3i nh\u01b0 con ng\u01b0\u1eddi.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>K\u1ef9 n\u0103ng s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5<\/strong> nh\u01b0 Hive, Spark, Apache Hadoop v\u00e0 <a href=\"https:\/\/itviec.com\/blog\/tensorflow-la-gi\/\" target=\"_blank\" rel=\"noopener\">TensorFlow<\/a>: AI Engineer v\u00e0 ML Engineer s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh v\u00e0 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng kinh doanh. H\u1ecd c\u0169ng n\u00ean hi\u1ec3u c\u00e1ch k\u1ebft h\u1ee3p c\u00e1c API cho ph\u00e9p c\u00e1c \u1ee9ng d\u1ee5ng giao ti\u1ebfp v\u1edbi nhau trong th\u1eddi gian th\u1ef1c.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i ra, AI Engineer c\u0169ng n\u00ean c\u00f3 c\u00e1c k\u1ef9 n\u0103ng m\u1ec1m sau:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>K\u1ef9 n\u0103ng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1:<\/strong> L\u00e0 m\u1ed9t AI Engineer, b\u1ea1n n\u00ean c\u00f3 kh\u1ea3 n\u0103ng x\u00e1c \u0111\u1ecbnh v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c gi\u1ea3i ph\u00e1p cho c\u00e1c v\u1ea5n \u0111\u1ec1 kh\u00e1c nhau d\u1ef1a tr\u00ean nghi\u00ean c\u1ee9u v\u00e0 chuy\u00ean m\u00f4n c\u1ee7a m\u00ecnh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>K\u1ef9 n\u0103ng giao ti\u1ebfp:<\/strong> Ph\u1ea7n l\u1edbn c\u00f4ng vi\u1ec7c c\u1ee7a m\u1ed9t AI Engineer ho\u1eb7c ML Engineer li\u00ean quan \u0111\u1ebfn vi\u1ec7c chia s\u1ebb nh\u1eefng ph\u00e1t hi\u1ec7n c\u1ee7a b\u1ea3n th\u00e2n v\u1edbi c\u00e1c c\u00e1 nh\u00e2n kh\u00e1c nhau, bao g\u1ed3m c\u1ea3 nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng c\u00f3 nhi\u1ec1u hi\u1ec3u bi\u1ebft v\u1ec1 c\u00f4ng ngh\u1ec7.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Ch\u00fa \u00fd \u0111\u1ebfn chi ti\u1ebft:<\/strong> V\u00ec m\u1ed9t v\u1ea5n \u0111\u1ec1 l\u1eadp tr\u00ecnh nh\u1ecf c\u0169ng c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng, c\u00e1c AI Engineer n\u00ean c\u00f3 con m\u1eaft s\u1eafc b\u00e9n \u0111\u1ed1i v\u1edbi c\u00e1c chi ti\u1ebft v\u00e0 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft m\u1ecdi l\u1ed7i ph\u00e1t sinh trong qu\u00e1 tr\u00ecnh th\u1eed nghi\u1ec7m h\u1ec7 th\u1ed1ng.<\/span><\/li>\n<\/ul>\n<h3><b>Data Scientist<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i vi\u1ec7c quen thu\u1ed9c v\u1edbi c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh nh\u01b0 Python, Data Scientist n\u00ean c\u00f3 kinh nghi\u1ec7m trong c\u00e1c l\u0129nh v\u1ef1c sau:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Th\u1ed1ng k\u00ea v\u00e0 x\u00e1c su\u1ea5t<\/strong>: C\u00e1c Data Scientist s\u1ebd s\u1eed d\u1ee5ng ph\u00e2n t\u00edch th\u1ed1ng k\u00ea \u0111\u1ec3 t\u1ed5 ch\u1ee9c v\u00e0 hi\u1ec3u d\u1eef li\u1ec7u, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c kh\u00e1i ni\u1ec7m nh\u01b0 th\u1ed1ng k\u00ea Bayes, th\u1ed1ng k\u00ea m\u00f4 t\u1ea3 v\u00e0 suy lu\u1eadn, ki\u1ec3m \u0111\u1ecbnh gi\u1ea3 thuy\u1ebft v\u00e0 h\u1ed3i quy.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Qu\u1ea3n l\u00fd c\u01a1 s\u1edf d\u1eef li\u1ec7u:<\/strong> \u0110\u1ec3 gi\u1eef cho d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c v\u00e0 d\u1ec5 d\u00e0ng truy c\u1eadp, c\u00e1c Data Scientist n\u00ean c\u00f3 kinh nghi\u1ec7m thu th\u1eadp v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u trong c\u00e1c h\u1ec7 th\u1ed1ng nh\u01b0 Altair, Talend ho\u1eb7c Trifacta.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>H\u1ecdc m\u00e1y:<\/strong> T\u00f4i nh\u1edb l\u1ea7n \u0111\u1ea7u ti\u00ean th\u1ea5y m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y m\u00e0 m\u00ecnh ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 t\u1ef1 h\u1ecdc v\u00e0 c\u1ea3i thi\u1ec7n theo th\u1eddi gian m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a t\u00f4i. \u0110i\u1ec1u \u0111\u00f3 th\u1eadt s\u1ef1 l\u00e0 m\u1ed9t tr\u1ea3i nghi\u1ec7m tuy\u1ec7t v\u1eddi v\u00e0 \u0111\u1ea7y c\u1ea3m h\u1ee9ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Tri\u1ec3n khai d\u1eef li\u1ec7u<\/strong>: Khi chia s\u1ebb d\u1eef li\u1ec7u v\u1edbi c\u00e1c b\u00ean li\u00ean quan, c\u00e1c Data Scientist s\u1ebd c\u1ea7n bi\u1ebft c\u00e1ch th\u1ec3 hi\u1ec7n tr\u1ef1c quan d\u1eef li\u1ec7u th\u00f4ng qua m\u00f4 h\u00ecnh h\u00f3a d\u1eef li\u1ec7u r\u00f5 r\u00e0ng, h\u1ea5p d\u1eabn v\u00e0 d\u1ec5 hi\u1ec3u. C\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a nh\u01b0 Microsoft Excel, Tableau v\u00e0 PyTorch s\u1ebd c\u1ef1c k\u1ef3 c\u00f3 gi\u00e1 tr\u1ecb khi th\u1ef1c hi\u1ec7n m\u00f4 h\u00ecnh h\u00f3a th\u1ed1ng k\u00ea.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/strong>: C\u00e1c n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y nh\u01b0 Amazon Web Service (AWS) v\u00e0 Google Cloud cho ph\u00e9p c\u00e1c Data Scientist d\u1ec5 d\u00e0ng l\u01b0u tr\u1eef v\u00e0 truy c\u1eadp d\u1eef li\u1ec7u trong \u0111\u00e1m m\u00e2y.<\/span><\/li>\n<\/ul>\n<h3><b>Nh\u1eadn \u0111\u1ecbnh<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">AI Engineer c\u1ea7n c\u00f3 n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc v\u1ec1 l\u1eadp tr\u00ecnh v\u00e0 to\u00e1n h\u1ecdc n\u00e2ng cao, c\u00f9ng v\u1edbi kh\u1ea3 n\u0103ng x\u1eed l\u00fd t\u00edn hi\u1ec7u v\u00e0 ki\u1ebfn tr\u00fac m\u1ea1ng n\u01a1-ron.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ng\u01b0\u1ee3c l\u1ea1i, Data Scientist kh\u00f4ng ch\u1ec9 c\u1ea7n k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh m\u00e0 c\u00f2n ph\u1ea3i th\u00e0nh th\u1ea1o trong th\u1ed1ng k\u00ea, x\u00e1c su\u1ea5t v\u00e0 qu\u1ea3n l\u00fd c\u01a1 s\u1edf d\u1eef li\u1ec7u, kh\u1ea3 n\u0103ng tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_Engineer_vs_Data_Scientist_Yeu_cau_ve_trinh_do_hoc_van\"><\/span><b>AI Engineer vs Data Scientist: Y\u00eau c\u1ea7u v\u1ec1 tr\u00ecnh \u0111\u1ed9 h\u1ecdc v\u1ea5n<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Y\u1ebfu t\u1ed1 tr\u00ecnh \u0111\u1ed9 h\u1ecdc v\u1ea5n th\u01b0\u1eddng kh\u00f4ng qu\u00e1 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi 2 v\u1ecb tr\u00ed n\u00e0y \u1edf Vi\u1ec7t Nam, do 2 ng\u00e0nh ngh\u1ec1 n\u00e0y \u0111\u1ec1u c\u00f2n kh\u00e1 m\u1edbi, nh\u01b0ng v\u1eabn l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 kh\u00f4ng th\u1ec3 b\u1ecf qua khi xem x\u00e9t s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa 2 v\u1ecb tr\u00ed c\u00f4ng vi\u1ec7c n\u00e0y.<\/span><\/p>\n<h3><b>AI Engineer<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t AI Engineer xu\u1ea5t s\u1eafc, b\u1ea1n c\u1ea7n n\u1eafm v\u1eefng k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh v\u00e0 c\u00f3 n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc trong khoa h\u1ecdc m\u00e1y t\u00ednh. M\u1ed9t t\u1ea5m b\u1eb1ng c\u1eed nh\u00e2n trong l\u0129nh v\u1ef1c n\u00e0y s\u1ebd l\u00e0 kh\u1edfi \u0111\u1ea7u tuy\u1ec7t v\u1eddi, nh\u01b0ng \u0111\u1eebng qu\u00ean r\u1eb1ng kinh nghi\u1ec7m th\u1ef1c ti\u1ec5n m\u1edbi l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i ra, nhi\u1ec1u n\u01a1i s\u1ebd \u01b0u ti\u00ean nh\u1eefng \u1ee9ng vi\u00ean AI Engineer c\u00f3 b\u1eb1ng th\u1ea1c s\u0129 khoa h\u1ecdc m\u00e1y t\u00ednh ho\u1eb7c h\u1ec7 th\u1ed1ng th\u00f4ng tin, ho\u1eb7c ch\u1ee9ng ch\u1ec9 trong c\u00e1c l\u0129nh v\u1ef1c chuy\u00ean m\u00f4n nh\u01b0 h\u1ecdc m\u00e1y.\u00a0<\/span><\/p>\n<h3><b>Data Scientist<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Th\u00f4ng th\u01b0\u1eddng, Data Scientist s\u1ebd c\u1ea7n c\u00f3 b\u1eb1ng c\u1eed nh\u00e2n to\u00e1n h\u1ecdc, th\u1ed1ng k\u00ea, khoa h\u1ecdc m\u00e1y t\u00ednh, ho\u1eb7c l\u0129nh v\u1ef1c li\u00ean quan c\u00f3 \u0111\u00e0o t\u1ea1o v\u1ec1 thu\u1eadt to\u00e1n, k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea v\u00e0 th\u1ed1ng k\u00ea c\u1ea5p cao.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">M\u1ed9t s\u1ed1 v\u1ecb tr\u00ed Data Scientist c\u00f3 th\u1ec3 \u01b0u ti\u00ean \u1ee9ng vi\u00ean c\u00f3 b\u1eb1ng th\u1ea1c s\u0129 ho\u1eb7c ti\u1ebfn s\u0129. C\u00e1c ch\u1ee9ng ch\u1ec9 b\u1ed5 sung v\u1ec1 ph\u00e2n t\u00edch th\u1ed1ng k\u00ea, \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 h\u1ecdc m\u00e1y c\u0169ng c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n n\u1ed5i b\u1eadt h\u01a1n khi \u1ee9ng tuy\u1ec3n v\u00e0o v\u1ecb tr\u00ed n\u00e0y.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i ra, kinh nghi\u1ec7m chuy\u00ean m\u00f4n trong m\u1ed9t ng\u00e0nh, l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3 c\u0169ng r\u1ea5t c\u1ea7n thi\u1ebft. V\u00ed d\u1ee5, n\u1ebfu \u1ee9ng tuy\u1ec3n v\u00e0o m\u1ed9t c\u00f4ng ty qu\u1ea3n l\u00fd t\u00e0i ch\u00ednh, b\u1ea1n c\u00f3 th\u1ec3 s\u1ebd \u0111\u01b0\u1ee3c \u01b0u ti\u00ean n\u1ebfu trong CV c\u00f3 bao g\u1ed3m kinh nghi\u1ec7m l\u00e0m vi\u1ec7c trong l\u0129nh v\u1ef1c \u0111\u1ea7u t\u01b0 ho\u1eb7c ng\u00e2n h\u00e0ng.\u00a0<\/span><\/p>\n<h3><b>Nh\u1eadn \u0111\u1ecbnh<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">M\u1eb7c d\u00f9 kinh nghi\u1ec7m th\u1ef1c ti\u1ec5n l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh, c\u1ea3 hai v\u1ecb tr\u00ed AI Engineer v\u00e0 Data Scientist \u0111\u1ec1u y\u00eau c\u1ea7u n\u1ec1n t\u1ea3ng h\u1ecdc v\u1ea5n v\u1eefng ch\u1eafc, v\u00e0 \u01b0u ti\u00ean nh\u1eefng \u1ee9ng vi\u00ean c\u00f3 h\u1ecdc v\u1ea5n cao nh\u01b0 th\u1ea1c s\u0129 ho\u1eb7c ti\u1ebfn s\u0129.\u00a0 \u0110i\u1ec1u n\u00e0y cho th\u1ea5y t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c h\u1ecdc t\u1eadp v\u00e0 ph\u00e1t tri\u1ec3n chuy\u00ean m\u00f4n li\u00ean t\u1ee5c trong ng\u00e0nh c\u00f4ng ngh\u1ec7.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI Engineer th\u01b0\u1eddng c\u1ea7n b\u1eb1ng c\u1eed nh\u00e2n ho\u1eb7c th\u1ea1c s\u0129 khoa h\u1ecdc m\u00e1y t\u00ednh, trong khi Data Scientist y\u00eau c\u1ea7u b\u1eb1ng c\u1ea5p trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 to\u00e1n h\u1ecdc, th\u1ed1ng k\u00ea ho\u1eb7c khoa h\u1ecdc m\u00e1y t\u00ednh. N\u1ebfu b\u1ea1n l\u00e0 m\u1ed9t ng\u01b0\u1eddi gi\u1ecfi to\u00e1n v\u00e0 th\u00edch c\u00e1c m\u00f4n li\u00ean quan \u0111\u1ebfn to\u00e1n v\u00e0 d\u1eef li\u1ec7u, b\u1ea1n c\u00f3 th\u1ec3 ch\u1ecdn Data Scientist. C\u00f2n n\u1ebfu b\u1ea1n l\u00e0 k\u1ef9 s\u01b0 l\u00e0m vi\u1ec7c nhi\u1ec1u v\u1edbi l\u1eadp tr\u00ecnh v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng, v\u1ecb tr\u00ed AI Engineer s\u1ebd ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi b\u1ea1n.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_Engineer_vs_Data_Scientist_Con_duong_su_nghiep\"><\/span><b>AI Engineer vs Data Scientist: Con \u0111\u01b0\u1eddng s\u1ef1 nghi\u1ec7p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">N\u1ebfu h\u1ecdc v\u1ea5n l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng trong giai \u0111o\u1ea1n b\u1eaft \u0111\u1ea7u, th\u00ec vi\u1ec7c \u0111\u1ecbnh h\u00ecnh v\u00e0 l\u00ean k\u1ebf ho\u1ea1ch cho con \u0111\u01b0\u1eddng ngh\u1ec1 nghi\u1ec7p s\u1ebd quy\u1ebft \u0111\u1ecbnh th\u00e0nh c\u00f4ng c\u1ee7a b\u1ea1n trong t\u01b0\u01a1ng lai. H\u00e3y c\u00f9ng \u0111\u00e0o s\u00e2u kh\u00e1m ph\u00e1 ti\u1ec1m n\u0103ng ph\u00e1t tri\u1ec3n c\u1ee7a 2 v\u1ecb tr\u00ed AI Engineer vs Data Scientist.<\/span><\/p>\n<h3><b>AI Engineer<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">AI Engineer c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u s\u1ef1 nghi\u1ec7p \u1edf c\u00e1c c\u00f4ng ty start-up, v\u00ec c\u00e1c c\u00f4ng ty n\u00e0y th\u01b0\u1eddng \u01b0u ti\u00ean tuy\u1ec3n ng\u01b0\u1eddi m\u1edbi h\u01a1n l\u00e0 chi tr\u1ea3 m\u1ed9t m\u1ee9c l\u01b0\u01a1ng cao cho c\u00e1c chuy\u00ean gia nhi\u1ec1u n\u0103m kinh nghi\u1ec7m. Tuy c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t m\u1ee9c l\u01b0\u01a1ng kh\u00f4ng qu\u00e1 h\u1ea5p d\u1eabn, b\u1ea1n c\u00f3 c\u01a1 h\u1ed9i h\u1ecdc h\u1ecfi v\u00e0 ph\u00e1t tri\u1ec3n trong l\u0129nh v\u1ef1c c\u1ee7a c\u00f4ng ty \u0111\u00f3. M\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c ngo\u00e0i ng\u00e0nh IT mang l\u1ea1i nhi\u1ec1u c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m cho AI Engineer l\u00e0 ng\u00e2n h\u00e0ng, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, th\u1ef1c ph\u1ea9m, s\u1ea3n xu\u1ea5t, v\u1eadn chuy\u1ec3n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, \u0111i\u1ec1u quan tr\u1ecdng khi b\u1ea1n theo \u0111u\u1ed5i s\u1ef1 nghi\u1ec7p c\u1ee7a m\u1ed9t AI Engineer \u0111\u00f3 l\u00e0 x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng chuy\u00ean m\u00f4n h\u00f3a c\u1ee7a b\u1ea3n th\u00e2n. Vi\u1ec7c t\u1eadp trung v\u00e0o x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, h\u1ecdc m\u00e1y, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh ho\u1eb7c robot c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c h\u01b0\u1edbng ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p kh\u00e1c bi\u1ec7t v\u00e0 th\u00fa v\u1ecb.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Sau m\u1ed9t v\u00e0i n\u0103m l\u00e0m vi\u1ec7c, b\u1ea1n c\u0169ng c\u00f3 c\u01a1 h\u1ed9i th\u0103ng ti\u1ebfn l\u00ean c\u00e1c v\u1ecb tr\u00ed qu\u1ea3n l\u00fd, gi\u00e1m s\u00e1t c\u00e1c chuy\u00ean gia k\u1ef9 thu\u1eadt kh\u00e1c trong l\u0129nh v\u1ef1c AI ho\u1eb7c trong to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng th\u00f4ng tin.<\/span><\/p>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/ai-engineer-roadmap\/\" target=\"_blank\" rel=\"noopener\"><strong>AI Engineer roadmap: L\u1ed9 tr\u00ecnh tr\u1edf th\u00e0nh AI Engineer chuy\u00ean nghi\u1ec7p<\/strong><\/a><\/em><\/p><\/blockquote>\n<h3><b>Data Scientist<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Th\u00f4ng th\u01b0\u1eddng m\u1ed9t Data Scientist s\u1ebd b\u1eaft \u0111\u1ea7u s\u1ef1 nghi\u1ec7p \u1edf m\u1ed9t vai tr\u00f2 d\u1ec5 h\u01a1n nh\u01b0 chuy\u00ean vi\u00ean ph\u00e2n t\u00edch ho\u1eb7c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u. Trong c\u00e1c vai tr\u00f2 n\u00e0y, b\u1ea1n s\u1ebd l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c nguy\u00ean t\u1eafc c\u01a1 b\u1ea3n c\u1ee7a ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u01b0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n, tr\u00edch xu\u1ea5t v\u00e0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u, ho\u1eb7c \u0111\u1ea3m nh\u1eadn c\u00e1c vai tr\u00f2 kh\u00e1c theo s\u1ef1 ph\u00e2n c\u00f4ng c\u1ee7a m\u1ed9t Data Scientist c\u1ea5p cao ho\u1eb7c m\u1ed9t tr\u01b0\u1edfng ph\u00f2ng d\u1eef li\u1ec7u.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Sau kho\u1ea3ng 3-4 n\u0103m l\u00e0m vi\u1ec7c trong l\u0129nh v\u1ef1c d\u1eef li\u1ec7u, b\u1ea1n c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh Data Scientist c\u1ea5p trung. Trong vai tr\u00f2 n\u00e0y, b\u1ea1n c\u00f3 quy\u1ec1n t\u1ef1 ch\u1ee7 nhi\u1ec1u h\u01a1n trong c\u00f4ng vi\u1ec7c, nh\u01b0ng \u0111\u1ed3ng th\u1eddi c\u0169ng \u0111\u01b0\u1ee3c k\u1ef3 v\u1ecdng ph\u1ea3i mang \u0111\u1ebfn nhi\u1ec1u gi\u1ea3i ph\u00e1p cho c\u00f4ng ty h\u01a1n so v\u1edbi chuy\u00ean vi\u00ean ph\u00e2n t\u00edch ho\u1eb7c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u &#8211; nh\u1eefng v\u1ecb tr\u00ed c\u00f3 t\u00ednh ch\u1ea5t v\u1eadn h\u00e0nh. B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 h\u1ee3p t\u00e1c v\u1edbi c\u00e1c ph\u00f2ng ban kinh doanh trong c\u00e1c d\u1ef1 \u00e1n \u0111\u1ec3 t\u00ecm ra c\u00e1c gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u c\u00f3 s\u1ee9c \u1ea3nh h\u01b0\u1edfng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c Data Scientist c\u1ea5p cao th\u01b0\u1eddng c\u00f3 t\u1eeb 3-7 n\u0103m kinh nghi\u1ec7m. H\u1ecd k\u1ebft h\u1ee3p nhi\u1ec1u c\u00f4ng c\u1ee5 ti\u00ean ti\u1ebfn h\u01a1n v\u00e0o c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh so v\u1edbi c\u00e1c Data Scientist c\u1ea5p d\u01b0\u1edbi. H\u1ecd ch\u1ecbu tr\u00e1ch nhi\u1ec7m gi\u00e1m s\u00e1t t\u1ea5t c\u1ea3 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p lu\u1eadn, quy tr\u00ecnh \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a t\u1ed5 ch\u1ee9c d\u1ef1a tr\u00ean c\u00e1c th\u00f4ng s\u1ed1 c\u1ee5 th\u1ec3. Ngo\u00e0i ra, h\u1ecd c\u00f3 th\u1ec3 \u0111\u1ea3m nh\u1eadn vai tr\u00f2 c\u1ed1 v\u1ea5n ho\u1eb7c qu\u1ea3n l\u00fd c\u00e1c nh\u00f3m k\u1ef9 s\u01b0 d\u1eef li\u1ec7u v\u00e0 chuy\u00ean vi\u00ean ph\u00e2n t\u00edch.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00a0V\u1ecb tr\u00ed tr\u01b0\u1edfng ph\u00f2ng d\u1eef li\u1ec7u c\u00f3 vai tr\u00f2 gi\u00e1m s\u00e1t to\u00e0n b\u1ed9 b\u1ee9c tranh l\u1edbn v\u1ec1 d\u1eef li\u1ec7u. B\u1ea1n s\u1ebd l\u00e0 ng\u01b0\u1eddi ch\u1ecbu tr\u00e1ch nhi\u1ec7m l\u1ef1a ch\u1ecdn c\u00e1c ch\u1ec9 s\u1ed1 hi\u1ec7u su\u1ea5t ch\u00ednh (KPI) cho doanh nghi\u1ec7p, \u0111\u1eb7t m\u1ee5c ti\u00eau trong t\u01b0\u01a1ng lai v\u00e0 tuy\u1ec3n d\u1ee5ng c\u00e1c th\u00e0nh vi\u00ean trong nh\u00f3m \u0111\u1ec3 bi\u1ebfn t\u1ea7m nh\u00ecn c\u1ee7a t\u1ed5 ch\u1ee9c th\u00e0nh hi\u1ec7n th\u1ef1c. \u0110\u1ec3 \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n cho m\u1ed9t v\u1ecb tr\u00ed nh\u01b0 v\u1eady, b\u1ea1n c\u00f3 th\u1ec3 s\u1ebd c\u1ea7n m\u1ed9t v\u00e0i n\u0103m kinh nghi\u1ec7m tr\u1ef1c ti\u1ebfp th\u1ef1c thi c\u00e1c m\u00e3 x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 \u00edt nh\u1ea5t m\u1ed9t n\u0103m kinh nghi\u1ec7m l\u00e0m qu\u1ea3n l\u00fd \u0111\u1ed9i nh\u00f3m, v\u00e0 ph\u1ea3i hi\u1ec3u \u0111\u01b0\u1ee3c h\u1ebft c\u00e1c v\u1ecb tr\u00ed v\u00e0 quy tr\u00ecnh thu\u1ed9c ph\u00f2ng d\u1eef li\u1ec7u.<\/span><\/p>\n<h3><b>Nh\u1eadn \u0111\u1ecbnh<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Con \u0111\u01b0\u1eddng ngh\u1ec1 nghi\u1ec7p c\u1ee7a AI Engineer th\u01b0\u1eddng h\u1eb9p h\u01a1n, t\u1eadp trung v\u00e0o c\u00e1c l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3 nh\u01b0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, h\u1ecdc m\u00e1y ho\u1eb7c robot. Trong khi \u0111\u00f3, Data Scientist c\u00f3 con \u0111\u01b0\u1eddng s\u1ef1 nghi\u1ec7p \u0111a d\u1ea1ng h\u01a1n, d\u1ec5 d\u00e0ng chuy\u1ec3n \u0111\u1ed5i c\u00f4ng vi\u1ec7c v\u00e0 th\u00edch \u1ee9ng v\u1edbi c\u00e1c thay \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng. S\u1ef1 linh ho\u1ea1t n\u00e0y mang l\u1ea1i l\u1ee3i th\u1ebf l\u1edbn trong th\u1eddi k\u1ef3 kinh t\u1ebf kh\u00f3 kh\u0103n, gi\u00fap Data Scientist duy tr\u00ec s\u1ef1 \u1ed5n \u0111\u1ecbnh v\u00e0 ph\u00e1t tri\u1ec3n ngh\u1ec1 nghi\u1ec7p l\u00e2u d\u00e0i.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cau_hoi_thuong_gap_ve_AI_Engineer_vs_Data_Scientist\"><\/span><b>C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 AI Engineer vs Data Scientist<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>Nh\u1eefng ng\u00e0nh n\u00e0o tuy\u1ec3n d\u1ee5ng AI Engineer v\u00e0 Data Scientist?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">C\u1ea3 AI Engineer v\u00e0 Data Scientist \u0111\u1ec1u l\u00e0 2 v\u1ecb tr\u00ed c\u00f3 nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng cao trong nhi\u1ec1u ng\u00e0nh v\u00e0 l\u0129nh v\u1ef1c kh\u00e1c nhau, bao g\u1ed3m c\u00f4ng ngh\u1ec7, t\u00e0i ch\u00ednh, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, b\u00e1n l\u1ebb, \u00f4 t\u00f4,&#8230; AI Engineer th\u01b0\u1eddng \u0111\u01b0\u1ee3c tuy\u1ec3n nhi\u1ec1u \u1edf c\u00e1c c\u00f4ng ty ph\u00e1t tri\u1ec3n c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 d\u1ef1a tr\u00ean AI, trong khi Data Scientist \u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n \u1edf c\u00e1c t\u1ed5 ch\u1ee9c \u01b0u ti\u00ean vi\u1ec7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/span><\/p>\n<h3><b>C\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y c\u1ee7a AI Engineer vs Data Scientist kh\u00e1c nhau nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y c\u1ee7a AI Engineer bao g\u1ed3m thi\u1ebft k\u1ebf v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh AI, vi\u1ebft v\u00e0 ki\u1ec3m tra m\u00e3, tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh v\u00e0o s\u1ea3n xu\u1ea5t v\u00e0 h\u1ee3p t\u00e1c v\u1edbi c\u00e1c nh\u00f3m k\u1ef9 thu\u1eadt kh\u00e1c. H\u1ecd t\u1eadp trung v\u00e0o vi\u1ec7c th\u1ef1c hi\u1ec7n v\u00e0 t\u1ed1i \u01b0u h\u00f3a k\u1ef9 thu\u1eadt c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng AI.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ng\u01b0\u1ee3c l\u1ea1i, Data Scientist d\u00e0nh th\u1eddi gian thu th\u1eadp v\u00e0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u, th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch th\u1ed1ng k\u00ea, t\u1ea1o v\u00e0 x\u00e1c th\u1ef1c c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n, v\u00e0 truy\u1ec1n \u0111\u1ea1t k\u1ebft qu\u1ea3 t\u1edbi c\u00e1c b\u00ean li\u00ean quan. H\u1ecd t\u1eadp trung nhi\u1ec1u h\u01a1n v\u00e0o kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u v\u00e0 t\u1ea1o ra nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc t\u1eeb d\u1eef li\u1ec7u.<\/span><\/p>\n<h3><b>S\u1ef1 h\u1ee3p t\u00e1c gi\u1eefa AI Engineer v\u00e0 Data Scientist trong c\u00f4ng vi\u1ec7c th\u01b0\u1eddng di\u1ec5n ra nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa AI Engineer v\u00e0 Data Scientist r\u1ea5t quan tr\u1ecdng cho s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a c\u00e1c d\u1ef1 \u00e1n AI. Data Scientist th\u01b0\u1eddng l\u00e0m vi\u1ec7c \u1edf c\u00e1c giai \u0111o\u1ea1n ban \u0111\u1ea7u c\u1ee7a d\u1ef1 \u00e1n, bao g\u1ed3m thu th\u1eadp, l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch kh\u00e1m ph\u00e1. H\u1ecd x\u00e2y d\u1ef1ng v\u00e0 x\u00e1c th\u1ef1c c\u00e1c m\u00f4 h\u00ecnh, sau \u0111\u00f3 chuy\u1ec3n giao cho AI Engineer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI Engineer s\u1ebd t\u1ed1i \u01b0u h\u00f3a c\u00e1c m\u00f4 h\u00ecnh n\u00e0y v\u1ec1 hi\u1ec7u su\u1ea5t, t\u00edch h\u1ee3p ch\u00fang v\u00e0o h\u1ec7 th\u1ed1ng l\u1edbn h\u01a1n v\u00e0 \u0111\u1ea3m b\u1ea3o ch\u00fang ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t. S\u1ef1 h\u1ee3p t\u00e1c n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c m\u00f4 h\u00ecnh do Data Scientist ph\u00e1t tri\u1ec3n \u0111\u01b0\u1ee3c AI Engineer s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nh\u01b0ng l\u01b0u \u00fd r\u1eb1ng m\u1ed9t d\u1ef1 \u00e1n AI th\u01b0\u1eddng c\u00f3 nhi\u1ec1u v\u1ecb tr\u00ed c\u1ea7n thi\u1ebft kh\u00e1c ngo\u00e0i 2 v\u1ecb tr\u00ed n\u00e0y nh\u01b0 k\u1ef9 s\u01b0 d\u1eef li\u1ec7u, AIOps, v\u00e0 c\u00e1c chuy\u00ean vi\u00ean ph\u00e2n t\u00edch.<\/span><\/p>\n<h3><b>N\u00ean ch\u1ecdn tr\u1edf th\u00e0nh AI Engineer hay Data Scientist?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c ch\u1ecdn tr\u1edf th\u00e0nh AI Engineer hay Data Scientist ph\u1ee5 thu\u1ed9c v\u00e0o s\u1edf th\u00edch v\u00e0 k\u1ef9 n\u0103ng c\u1ee7a b\u1ea1n. N\u1ebfu b\u1ea1n \u0111am m\u00ea ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng AI, th\u00edch l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c thu\u1eadt to\u00e1n v\u00e0 vi\u1ebft m\u00e3, th\u00ec AI Engineer c\u00f3 th\u1ec3 l\u00e0 l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ng\u01b0\u1ee3c l\u1ea1i, n\u1ebfu b\u1ea1n y\u00eau th\u00edch ph\u00e2n t\u00edch d\u1eef li\u1ec7u, kh\u00e1m ph\u00e1 th\u00f4ng tin t\u1eeb d\u1eef li\u1ec7u v\u00e0 s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 kinh doanh, th\u00ec Data Scientist s\u1ebd l\u00e0 con \u0111\u01b0\u1eddng th\u00edch h\u1ee3p h\u01a1n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u1ea3 hai vai tr\u00f2 \u0111\u1ec1u c\u00f3 tri\u1ec3n v\u1ecdng ngh\u1ec1 nghi\u1ec7p t\u1ed1t trong nhi\u1ec1u ng\u00e0nh.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tong_ket_AI_Engineer_vs_Data_Scientist\"><\/span><b>T\u1ed5ng k\u1ebft AI Engineer vs Data Scientist<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Hy v\u1ecdng b\u00e0i vi\u1ebft n\u00e0y \u0111\u00e3 gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI Engineer vs Data Scientist. T\u00f3m l\u1ea1i, n\u1ebfu Data Scientist t\u1eadp trung v\u00e0o vi\u1ec7c gi\u1ea3i th\u00edch d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra k\u1ebft lu\u1eadn h\u00e0nh \u0111\u1ed9ng, th\u00ec c\u00e1c AI Engineer \u01b0u ti\u00ean x\u00e2y d\u1ef1ng c\u00e1c m\u00e1y m\u00f3c c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n nhi\u1ec1u nhi\u1ec7m v\u1ee5 kh\u00e1c nhau m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p li\u00ean t\u1ee5c c\u1ee7a con ng\u01b0\u1eddi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u00f9 b\u1ea1n \u0111am m\u00ea x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng AI th\u00f4ng minh hay kh\u00e1m ph\u00e1 nh\u1eefng b\u00ed \u1ea9n \u1ea9n gi\u1ea5u trong d\u1eef li\u1ec7u, c\u1ea3 hai con \u0111\u01b0\u1eddng \u0111\u1ec1u mang l\u1ea1i nh\u1eefng c\u01a1 h\u1ed9i h\u1ea5p d\u1eabn trong th\u1ecb tr\u01b0\u1eddng c\u00f4ng ngh\u1ec7 \u0111\u1ea7y ti\u1ec1m n\u0103ng. ITViec mong mu\u1ed1n cung c\u1ea5p cho b\u1ea1n nh\u1eefng th\u00f4ng tin h\u1eefu \u00edch \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 t\u1ef1 tin ch\u1ecdn l\u1ef1a h\u01b0\u1edbng \u0111i ph\u00f9 h\u1ee3p nh\u1ea5t cho m\u00ecnh.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI Engineer v\u00e0 Data Scientist \u0111\u1ec1u l\u00e0 nh\u1eefng v\u1ecb tr\u00ed \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong l\u0129nh v\u1ef1c IT, thu h\u00fat nhi\u1ec1u \u1ee9ng vi\u00ean ti\u1ec1m n\u0103ng. Nh\u01b0ng b\u1ea1n th\u1ef1c s\u1ef1 hi\u1ec3u r\u00f5 hai v\u1ecb tr\u00ed n\u00e0y kh\u00e1c nhau nh\u01b0 th\u1ebf n\u00e0o? B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u1ea3i m\u00e3 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI Engineer vs Data [&hellip;]<\/p>\n","protected":false},"author":222,"featured_media":74725,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[94],"tags":[],"class_list":["post-74680","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-su-nghiep-it"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI Engineer vs Data Scientist: Ph\u00e2n bi\u1ec7t qua 4 \u0111i\u1ec3m quan tr\u1ecdng - ITviec Blog<\/title>\n<meta name=\"description\" content=\"B\u00e0i vi\u1ebft gi\u1ea3i m\u00e3 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI Engineer vs Data Scientist \u1edf c\u00e1c kh\u00eda c\u1ea1nh chuy\u00ean m\u00f4n c\u0169ng nh\u01b0 c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p.\" \/>\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\/ai-engineer-vs-data-scientist\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Engineer vs Data Scientist: Ph\u00e2n bi\u1ec7t qua 4 \u0111i\u1ec3m quan tr\u1ecdng\" \/>\n<meta property=\"og:description\" content=\"AI Engineer v\u00e0 Data Scientist \u0111\u1ec1u l\u00e0 nh\u1eefng v\u1ecb tr\u00ed \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong l\u0129nh v\u1ef1c IT, thu h\u00fat nhi\u1ec1u \u1ee9ng vi\u00ean ti\u1ec1m n\u0103ng. 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