{"id":39032,"date":"2023-08-09T14:35:22","date_gmt":"2023-08-09T07:35:22","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=39032"},"modified":"2025-05-28T00:31:10","modified_gmt":"2025-05-27T17:31:10","slug":"hoc-ai-nhu-nao-de-luong-ngan-do","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/hoc-ai-nhu-nao-de-luong-ngan-do\/","title":{"rendered":"H\u1ecdc AI nh\u01b0 n\u00e0o \u0111\u1ec3 l\u01b0\u01a1ng ng\u00e0n \u0111\u00f4?"},"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\/hoc-ai-nhu-nao-de-luong-ngan-do\/#Buc_tuong_lon_dau_tien\" >B\u1ee9c t\u01b0\u1eddng l\u1edbn \u0111\u1ea7u ti\u00ean.<\/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\/hoc-ai-nhu-nao-de-luong-ngan-do\/#Toi_la_mot_models_trainer_dinh_cao\" >T\u00f4i l\u00e0 m\u1ed9t models trainer \u0111\u1ec9nh cao.<\/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\/hoc-ai-nhu-nao-de-luong-ngan-do\/#Tom_lai_nen_hoc_nhung_gi\" >T\u00f3m l\u1ea1i n\u00ean h\u1ecdc nh\u1eefng g\u00ec?<\/a><\/li><\/ul><\/nav><\/div>\n\n<figure class=\"wp-block-image\" style=\"margin-bottom:20px\"><img decoding=\"async\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/TranSieu-vippro-640x337.png\" alt=\"\"\/><\/figure>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><span class=\"elementor-drop-cap\"><span class=\"elementor-drop-cap-letter\">T<\/span><\/span>rong m\u1ea5y n\u0103m tr\u1edf l\u1ea1i \u0111\u00e2y, AI tr\u1edf n\u00ean n\u1ed5i l\u00ean r\u1ea7n r\u1ea7n v\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a nh\u1eefng th\u1ee9 \u201c\u0111\u1ed3 ch\u01a1i\u201d \u0111\u1ec9nh cao. \u0110i \u0111\u00e2u c\u0169ng th\u1ea5y Stable Diffusion, Dall-E, g\u1ea7n \u0111\u00e2y h\u01a1n th\u00ec c\u00f3 ChatGPT, c\u00f9ng h\u00e0ng lo\u1ea1t c\u00e1c \u201c\u0111\u1ed3 ch\u01a1i\u201d kh\u00e1c tr\u00ean m\u1ecdi l\u0129nh v\u1ef1c. Ch\u00ednh b\u1edfi c\u00e1i kh\u00ed th\u1ebf m\u1ea1nh m\u1ebd \u0111\u00f3, ng\u00e0nh AI r\u1ea5t \u0111\u01b0\u1ee3c c\u00e1c anh em s\u0103n \u0111\u00f3n.<\/p>\n\n\n\n<p>Ng\u01b0\u1eddi ng\u01b0\u1eddi h\u1ecdc AI, nh\u00e0 nh\u00e0 h\u1ecdc AI. Nh\u01b0ng kh\u00f4ng ph\u1ea3i ai c\u0169ng nh\u1eadn th\u1ea5y \u0111\u01b0\u1ee3c chuy\u1ec7n c\u00f3 \u0111\u01b0\u1ee3c c\u00f4ng vi\u1ec7c l\u01b0\u01a1ng ng\u00e0n \u0111\u00f4 kh\u00f4ng ph\u1ea3i l\u00e0 chuy\u1ec7n d\u1ec5.<\/p>\n\n\n\n<p>Trong b\u00e0i vi\u1ebft n\u00e0y, t\u00f4i s\u1ebd chia s\u1ebb nh\u1eefng quan \u0111i\u1ec3m c\u00e1 nh\u00e2n v\u1ec1 kh\u00f3 kh\u0103n trong vi\u1ec7c h\u1ecdc AI v\u00e0 m\u1ed9t v\u00e0i tips mong c\u00f3 th\u1ec3 gi\u00fap \u0111\u01b0\u1ee3c anh em \u0111ang b\u1eaft \u0111\u1ea7u h\u1ecdc ng\u00e0nh n\u00e0y.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-2333bef566f02d3be4c77c4de1cd30a7\" id=\"h-b\u1ee9c-t\u01b0\u1eddng-l\u1edbn-d\u1ea7u-tien\" style=\"color:#ea1e30;font-size:clamp(15.747px, 0.984rem + ((1vw - 3.2px) * 0.645), 24px);font-style:normal;font-weight:700\"><span class=\"ez-toc-section\" id=\"Buc_tuong_lon_dau_tien\"><\/span>B\u1ee9c t\u01b0\u1eddng l\u1edbn \u0111\u1ea7u ti\u00ean.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi nh\u1eefng ng\u01b0\u1eddi b\u1eaft \u0111\u1ea7u h\u1ecdc v\u1ec1 AI, hay h\u1ecdc b\u1ea5t k\u00ec m\u1ed9t c\u00e1i g\u00ec kh\u00e1c, m\u1ed9t trong nh\u1eefng b\u1ee9c t\u01b0\u1eddng \u0111\u1ea7u ti\u00ean m\u00e0 h\u1ecd ph\u1ea3i \u0111\u1ed1i m\u1eb7t \u0111\u00f3 <strong>ch\u00ednh l\u00e0 nh\u1eefng ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng. <\/strong><\/p>\n\n\n\n<p>Ph\u1ea3i c\u00f3 n\u1ec1n m\u00f3ng v\u1eefng th\u00ec m\u1edbi c\u00f3 th\u1ec3 x\u00e2y nh\u00e0 cao. \u0110\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi l\u0129nh v\u1ef1c AI, n\u1ec1n t\u1ea3ng c\u1ee7a n\u00f3 l\u00e0 h\u00e0ng t\u1ea5n ki\u1ebfn th\u1ee9c v\u1ec1 to\u00e1n. Nh\u1eefng ki\u1ebfn th\u1ee9c v\u00f4 c\u00f9ng kh\u00f4 khan v\u00e0 kh\u00f3 hi\u1ec3u. S\u1ef1 th\u1eadt l\u00e0 \u0111a ph\u1ea7n nh\u1eefng ng\u01b0\u1eddi t\u1eeb b\u1ecf l\u00e0 khi h\u1ecd g\u1eb7p ph\u1ea3i b\u1ee9c t\u01b0\u1eddng n\u00e0y.<\/p>\n\n\n\n<p>L\u00fac t\u00f4i m\u1edbi b\u1eaft \u0111\u1ea7u t\u00ecm hi\u1ec3u m\u1ed9t v\u00e0i thu\u1eadt to\u00e1n \u0111\u01a1n gi\u1ea3n c\u1ee7a ML nh\u01b0 <em>Linear Regression, Logistic Regression<\/em>, m\u1eb7c d\u00f9 c\u00f3 n\u1ec1n l\u00e0 10 \u0111i\u1ec3m gi\u1ea3i t\u00edch, \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh v\u00e0 nh\u1eadp m\u00f4n l\u1eadp tr\u00ecnh \u1edf tr\u01b0\u1eddng, nh\u01b0ng \u0111\u1ea7u t\u00f4i v\u1eabn ong ong v\u1edbi m\u1edb c\u00f4ng th\u1ee9c to\u00e1n h\u1ecdc c\u00f9ng ti t\u1ec9 nh\u1eefng th\u01b0 vi\u1ec7n, systax c\u1ee7a ng\u00f4n ng\u1eef m\u1edbi.<\/p>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter\" style=\"margin-bottom:20px\"><img decoding=\"async\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/Tran-Sieu-1.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>T\u00f4i bi\u1ebft l\u00e0 giai \u0111o\u1ea1n n\u00e0y l\u00e0 giai \u0111o\u1ea1n c\u1ef1c k\u1ef3 kh\u00f3 kh\u0103n nh\u01b0ng b\u1ea1n h\u00e3y tin t\u01b0\u1edfng b\u1ea3n th\u00e2n m\u00ecnh, khi b\u1ea1n cho ngh\u0129 b\u1ea1n \u0111\u1ee7 kh\u1ea3 n\u0103ng th\u00ec b\u1ea1n s\u1ebd hi\u1ec3u \u0111\u01b0\u1ee3c n\u00f3.<\/p>\n\n\n\n<p>Nh\u1eefng ki\u1ebfn th\u1ee9c \u0111\u00f3 ch\u1ec9 l\u00e0 m\u1ed9t ph\u1ea7n nh\u1ecf trong nh\u1eefng ki\u1ebfn th\u1ee9c b\u1ea1n c\u1ea7n ti\u1ebfp thu sau n\u00e0y. N\u1ebfu nh\u01b0 b\u1ea1n qu\u00e1 ch\u00e1n n\u1ea3n v\u1edbi vi\u1ec7c h\u1ecdc nh\u1eefng ki\u1ebfn th\u1ee9c kh\u00f4 khan th\u00ec b\u1ea1n th\u1eed h\u00e3y \u0111\u1ed5i c\u00e1ch ti\u1ebfp c\u1eadn th\u1eed xem.<\/p>\n\n\n\n<p><strong>M\u1ed9t c\u00e1ch n\u00ean th\u1eed \u0111\u00f3 ch\u00ednh l\u00e0<\/strong> <strong>l\u00e0m tr\u01b0\u1edbc, hi\u1ec3u sau<\/strong> (m\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb anh M\u00ecAI). Nh\u1eefng k\u1ebft qu\u1ea3 hi\u1ec7n h\u1eefu s\u1ebd l\u00e0 \u0111\u1ed9ng l\u1ef1c to l\u1edbn cho vi\u1ec7c h\u1ecdc.<\/p>\n\n\n\n<p>C\u00f3 r\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi cho r\u1eb1ng vi\u1ec7c h\u1ecdc nh\u1eefng th\u1ee9 n\u1ec1n t\u1ea3ng \u0111\u00f3 l\u00e0 kh\u00f4ng c\u1ea7n thi\u1ebft v\u00ec hi\u1ec7n nay \u0111\u00e3 c\u00f3 r\u1ea5t nhi\u1ec1u th\u01b0 vi\u1ec7n, ch\u1ec9 vi\u1ec7c import, fit, predict th\u00f4i.<\/p>\n\n\n\n<p>Nh\u01b0ng, nh\u01b0 t\u00f4i \u0111\u00e3 n\u00f3i \u1edf tr\u00ean, mu\u1ed1n x\u00e2y nh\u00e0 cao th\u00ec ph\u1ea3i c\u00f3 m\u00f3ng v\u1eefng. Kh\u00f4ng quan tr\u1ecdng l\u00e0 b\u1ea1n h\u1ecdc t\u1eeb tr\u00ean xu\u1ed1ng hay t\u1eeb d\u01b0\u1edbi \u0111i l\u00ean hay b\u1eb1ng b\u1ea5t c\u1ee9 c\u00e1ch g\u00ec, nh\u01b0ng h\u00e3y nh\u1edb r\u1eb1ng n\u00ean d\u00e0nh m\u1ed9t s\u1ef1 t\u1eadp trung v\u00e0 nghi\u00eam t\u00fac \u0111\u1ec3 x\u00e2y d\u1ef1ng ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng c\u1ee7a b\u1ea3n th\u00e2n.<\/p>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p>N\u1ebfu nh\u01b0 b\u1ea1n qu\u00e1 ch\u00e1n n\u1ea3n v\u1edbi vi\u1ec7c h\u1ecdc nh\u1eefng ki\u1ebfn th\u1ee9c kh\u00f4 khan th\u00ec b\u1ea1n th\u1eed h\u00e3y \u0111\u1ed5i c\u00e1ch ti\u1ebfp c\u1eadn th\u1eed xem. M\u1ed9t c\u00e1ch n\u00ean th\u1eed \u0111\u00f3 ch\u00ednh l\u00e0 l\u00e0m tr\u01b0\u1edbc, hi\u1ec3u sau&#8230; Nh\u1eefng k\u1ebft qu\u1ea3 hi\u1ec7n h\u1eefu s\u1ebd l\u00e0 \u0111\u1ed9ng l\u1ef1c to l\u1edbn cho vi\u1ec7c h\u1ecdc.<\/p><cite>Tr\u1ea7n Si\u00eau<br><span class=\"source\">Tr\u00edch \u201cH\u1ecdc AI nh\u01b0 n\u00e0o \u0111\u1ec3 l\u01b0\u01a1ng ng\u00e0n \u0111\u00f4?&#8221;<\/span><\/cite><\/blockquote><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading elementor-heading-title elementor-size-default has-text-color has-link-color wp-elements-e6c12424425b32fa86d9b5f595922ad2\" id=\"h-toi-la-m\u1ed9t-models-trainer-d\u1ec9nh-cao\" style=\"color:#ea1e30;font-size:clamp(15.747px, 0.984rem + ((1vw - 3.2px) * 0.645), 24px);font-style:normal;font-weight:700\"><span class=\"ez-toc-section\" id=\"Toi_la_mot_models_trainer_dinh_cao\"><\/span>T\u00f4i l\u00e0 m\u1ed9t models trainer \u0111\u1ec9nh cao.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>Sau khi v\u01b0\u1ee3t qua \u0111\u01b0\u1ee3c ch\u01b0\u1edbng ng\u1ea1i \u0111\u1ea7u ti\u00ean, nhi\u1ec1u anh em \u0111\u00e3 tr\u1edf n\u00ean r\u1ea5t r\u00e0nh nh\u1eefng ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n, th\u1eadm ch\u00ed l\u00e0 nh\u1eefng ki\u1ebfn th\u1ee9c n\u00e2ng cao v\u1ec1 Deep Learning. H\u1ecd train model d\u1ec5 nh\u01b0 \u0103n c\u01a1m, coi GG Colab l\u00e0 nh\u00e0,\u2026<\/p>\n\n\n\n<p><strong>Nh\u01b0ng t\u1edbi m\u1ee9c \u0111\u1ed9 n\u00e0y, li\u1ec7u c\u00f3 \u0111\u1ee7 \u0111\u1ec3 apply jobs l\u01b0\u01a1ng ng\u00e0n \u0111\u00f4 ch\u01b0a?<\/strong><\/p>\n\n\n\n<p>Kh\u00f4ng ph\u1ea3i t\u1ef1 nhi\u00ean m\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 b\u1ecf ra s\u1ed1 ti\u1ec1n l\u1edbn \u0111\u1ec3 thu\u00ea nh\u1eefng ng\u01b0\u1eddi l\u00e0m AI. B\u1ea1n ngh\u0129 h\u1ecd tr\u1ea3 l\u01b0\u01a1ng cao v\u00ec nh\u1eefng gian kh\u00f3 trong qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp c\u1ee7a b\u1ea1n th\u00ec b\u1ea1n \u0111\u00e3 l\u1ea7m. Doanh nghi\u1ec7p ch\u1ec9 b\u1ecf ti\u1ec1n khi nh\u1eadn l\u1ea1i \u0111\u01b0\u1ee3c gi\u00e1 tr\u1ecb t\u01b0\u01a1ng x\u1ee9ng.<\/p>\n\n\n\n<p>M\u1ed9t ph\u1ea7n kh\u00f4ng nh\u1ecf c\u00e1c anh em th\u01b0\u1eddng t\u1eadp trung qu\u00e1 nhi\u1ec1u v\u00e0o ph\u1ea7n training model nh\u01b0ng l\u1ea1i b\u1ecf qua nh\u1eefng nh\u1eefng k\u0129 n\u0103ng kh\u00e1c nh\u01b0 thu th\u1eadp, x\u1eed l\u00fd data, ch\u1ecdn l\u1ef1a features, n\u00e9n model, l\u00e0m vi\u1ec7c v\u1edbi server, x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng demo,\u2026<\/p>\n\n\n\n<p>Khi g\u1eb7p kh\u00e1ch h\u00e0ng, b\u1ea1n kh\u00f4ng th\u1ec3 demo cho ng\u01b0\u1eddi ta b\u1eb1ng GG Golab \u0111\u01b0\u1ee3c. C\u0169ng nh\u01b0 khi g\u1eb7p nh\u00e0 tuy\u1ec3n d\u1ee5ng, b\u1ea1n kh\u00f4ng th\u1ec3 n\u00f3i r\u1eb1ng m\u00ecnh ch\u1ec9 c\u00f3 kh\u1ea3 n\u0103ng trainning models b\u1eb1ng GG Colab r\u1ea5t \u0111\u1ec9nh.<\/p>\n\n\n\n<p>Vi\u1ec7c n\u00e2ng cao \u0111\u1ed9 hi\u1ec7u qu\u1ea3 c\u1ee7a m\u00f4 h\u00ecnh l\u00e0 m\u1ed9t ph\u1ea7n r\u1ea5t quan tr\u1ecdng. Nh\u01b0ng ch\u1ec9 m\u1ed9t m\u00ecnh m\u00f4 h\u00ecnh th\u00ec kh\u00f4ng th\u1ec3 l\u00e0m n\u00ean c\u00e1i g\u00ec c\u1ea3.<\/p>\n\n\n\n<p><strong>C\u00e1i doanh nghi\u1ec7p c\u1ea7n l\u00e0 nh\u1eefng th\u1ee9 \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c tr\u00ean s\u1ea3n ph\u1ea9m ch\u1ee9 kh\u00f4ng ph\u1ea3i nh\u1eefng th\u1ee9 ch\u1ec9 \u0111\u01b0\u1ee3c show ra tr\u00ean GG Colab.<\/strong><\/p>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/Tran-Sieu-2-640x320.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>B\u1ea1n kh\u00f4ng th\u1ec3 t\u00ecm \u0111\u01b0\u1ee3c b\u1ea5t k\u1ef3 c\u00f4ng ty n\u00e0o tuy\u1ec3n nh\u00e2n vi\u00ean v\u1edbi role l\u00e0 \u201cModel Trainer\u201d \u0111\u00e2u. M\u00e0 l\u1ee1 nh\u01b0 c\u00f3 th\u1eadt th\u00ec b\u1ea1n ngh\u0129 nh\u01b0ng \u0111\u00f3ng g\u00f3p c\u1ee7a m\u1ed9t Model Trainer c\u00f3 \u0111\u00e1ng gi\u00e1 ng\u00e0n \u0111\u00f4 kh\u00f4ng?<\/p>\n\n\n\n<p>Do \u0111\u00f3, b\u1ea1n n\u00ean d\u00e0nh s\u1ef1 trung t\u1edbi c\u00e1c k\u0129 n\u0103ng kh\u00e1c \u0111\u1ec3 c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng m\u1ed9t role n\u00e0o \u0111\u00f3 m\u00e0 b\u1ea1n mong mu\u1ed1n.<\/p>\n\n\n\n<p>\u0110\u00f3 l\u00e0 ch\u01b0a k\u1ec3 t\u1edbi vi\u1ec7c, ch\u1ec9 c\u00e1c doanh nghi\u1ec7p l\u1edbn th\u00ec m\u1edbi c\u00f3 vi\u1ec7c chuy\u00ean m\u00f4n ho\u00e1 ra nh\u1eefng role c\u1ee5 th\u1ec3 nh\u01b0 Data Scientist, AI Engineer, ML Engineer, MLOps,\u2026<\/p>\n\n\n\n<p>Nh\u01b0ng nh\u1eefng doanh nghi\u1ec7p n\u00e0y th\u01b0\u1eddng ch\u1ec9 tuy\u1ec3n nh\u1eefng ng\u01b0\u1eddi c\u00f3 kinh nghi\u1ec7m. C\u00f2n \u1edf nh\u1eefng doanh nghi\u1ec7p nh\u1ecf hay startup th\u00ec c\u00f3 khi JD c\u00e1c b\u1ea1n nh\u1eadn \u0111\u01b0\u1ee3c s\u1ebd l\u00e0 \u201cl\u00e0m h\u1ebft m\u1ecdi role\u201d.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-d99f8eb2a93a6cba4dc8de0738cd0fac\" id=\"h-tom-l\u1ea1i-nen-h\u1ecdc-nh\u1eefng-gi\" style=\"color:#ea1e30;font-size:clamp(15.747px, 0.984rem + ((1vw - 3.2px) * 0.645), 24px);font-style:normal;font-weight:700\"><span class=\"ez-toc-section\" id=\"Tom_lai_nen_hoc_nhung_gi\"><\/span>T\u00f3m l\u1ea1i n\u00ean h\u1ecdc nh\u1eefng g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>B\u1ea1n n\u00ean h\u1ecdc t\u1ea5t c\u1ea3 nh\u1eefng g\u00ec b\u1ea1n c\u01a1 h\u1ed9i \u0111\u01b0\u1ee3c ti\u1ebfp x\u00fac. H\u00e3y gi\u1eef th\u00e1i \u0111\u1ed9 c\u1edfi m\u1edf v\u00e0 \u0111\u1eebng ng\u1ea1i ti\u1ebfp thu c\u00e1i m\u1edbi.<\/p>\n\n\n\n<p>Vi\u1ec7c t\u1eadp trung \u0111\u00e0o s\u00e2u v\u00e0o m\u1ed9t m\u1ea3ng n\u00e0o \u0111\u00f3 l\u00e0 \u0111\u00fang, nh\u01b0ng nh\u1eefng ph\u1ea7n kh\u00e1c c\u0169ng kh\u00f4ng k\u00e9m ph\u1ea7n quan tr\u1ecdng.<\/p>\n\n\n\n<p>\u0110\u1eebng gi\u1edbi h\u1ea1n b\u1ea3n th\u00e2n trong m\u1ed9t scope n\u00e0o \u0111\u00f3, h\u00e3y lu\u00f4n ph\u00e1t tri\u1ec3n v\u00e0 n\u00e2ng cao k\u1ef9 n\u0103ng c\u1ee7a m\u00ecnh. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap cho b\u1ea1n c\u00f3 th\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c c\u00f4ng vi\u1ec7c mong mu\u1ed1n m\u00e0 c\u00f2n gi\u00fap c\u00e1c b\u1ea1n kh\u00f4ng bao gi\u1edd b\u1ecb t\u1ee5t h\u1eadu d\u00f9 trong trong giai \u0111o\u1ea1n c\u00f4ng ngh\u1ec7 thay \u0111\u1ed5i t\u00ednh b\u1eb1ng ng\u00e0y.<\/p>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p>B\u1ea1n n\u00ean h\u1ecdc t\u1ea5t c\u1ea3 nh\u1eefng g\u00ec b\u1ea1n c\u01a1 h\u1ed9i \u0111\u01b0\u1ee3c ti\u1ebfp x\u00fac. H\u00e3y gi\u1eef th\u00e1i \u0111\u1ed9 c\u1edfi m\u1edf v\u00e0 \u0111\u1eebng ng\u1ea1i ti\u1ebfp thu c\u00e1i m\u1edbi. Vi\u1ec7c t\u1eadp trung \u0111\u00e0o s\u00e2u v\u00e0o m\u1ed9t m\u1ea3ng n\u00e0o \u0111\u00f3 l\u00e0 \u0111\u00fang, nh\u01b0ng nh\u1eefng ph\u1ea7n kh\u00e1c c\u0169ng kh\u00f4ng k\u00e9m ph\u1ea7n quan tr\u1ecdng.<\/p><cite>Tr\u1ea7n Si\u00eau<br><span class=\"source\">Tr\u00edch \u201cH\u1ecdc AI nh\u01b0 n\u00e0o \u0111\u1ec3 l\u01b0\u01a1ng ng\u00e0n \u0111\u00f4?&#8221;<\/span><\/cite><\/blockquote><\/figure>\n\n\n\n<p style=\"margin-bottom:30px\"><em>Tr\u00ean \u0111\u00e2y l\u00e0 nh\u1eefng quan \u0111i\u1ec3m, suy ngh\u0129 c\u00e1 nh\u00e2n c\u1ee7a m\u00ecnh. C\u1ea3m \u01a1n m\u1ecdi ng\u01b0\u1eddi \u0111\u00e3 quan t\u00e2m v\u00e0 mong nh\u1eadn \u0111\u01b0\u1ee3c nh\u1eefng ph\u1ea3n h\u1ed3i t\u00edch c\u1ef1c!<\/em><\/p>\n\n\n\n<div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-e14d530\" id=\"gspb_container-id-gsbp-e14d530\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:40px;padding-right:40px;padding-bottom:40px;padding-left:40px;flex-basis:66.66%\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-ee875417b667d61c7feb1a58ca0680a2\" id=\"h-cu\u1ed9c-thi-la-it-thi-minh-c\u1ee9-vi\u1ebft-di\" style=\"color:#121212;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.469), 20px);font-style:normal;font-weight:400\">Cu\u1ed9c thi &#8220;L\u00e0 IT Th\u00ec M\u00ecnh C\u1ee9 Vi\u1ebft \u0110i&#8221;<\/h3>\n\n\n\n<p style=\"font-size:14px;line-height:2\">B\u00e0i vi\u1ebft \u201cH\u1ecdc AI nh\u01b0 n\u00e0o \u0111\u1ec3 l\u01b0\u01a1ng ng\u00e0n \u0111\u00f4?\u201d \u0111\u00e3 th\u1eafng gi\u1ea3i \u201c<strong>B\u00e0i vi\u1ebft xu\u1ea5t s\u1eafc nh\u1ea5t\u201d<\/strong>&nbsp;trong cu\u1ed9c thi&nbsp;vi\u1ebft&nbsp;\u201cL\u00e0 IT Th\u00ec M\u00ecnh C\u1ee9 Vi\u1ebft \u0110i\u201d&nbsp;do ITviec t\u1ed5 ch\u1ee9c, t\u1eeb ng\u00e0y 26\/04\/2023 \u0111\u1ebfn 26\/06\/2023, nh\u00e2n d\u1ecbp k\u1ef7 ni\u1ec7m 10 n\u0103m th\u00e0nh l\u1eadp.<\/p>\n\n\n\n<div class=\"gspb_button_wrapper gspb_button-id-gsbp-55fc185\" id=\"gspb_button-id-gsbp-55fc185\"><a class=\"wp-block-greenshift-blocks-buttonbox gspb-buttonbox wp-element-button\" rel=\"noopener\"><span class=\"gspb-buttonbox-textwrap\"><span class=\"gspb-buttonbox-text\"><span class=\"gspb-buttonbox-title\">XEM C\u00c1C B\u00c0I VI\u1ebeT kh\u00e1c<\/span><\/span><\/span><\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-constrained wp-block-column-is-layout-constrained\" style=\"flex-basis:33.33%\">\n<div class=\"wp-block-greenshift-blocks-image gspb_image gspb_image-id-gsbp-2ce988a\" id=\"gspb_image-id-gsbp-2ce988a\"><img decoding=\"async\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/07\/KV-1200x1200-vippro.png\" data-src=\"\" alt=\"tong-ket-cuoc-thi-viet-3\" loading=\"lazy\" width=\"1200\" height=\"1200\"\/><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ng\u01b0\u1eddi ng\u01b0\u1eddi h\u1ecdc AI, nh\u00e0 nh\u00e0 h\u1ecdc AI. Nh\u01b0ng kh\u00f4ng ph\u1ea3i ai c\u0169ng nh\u1eadn th\u1ea5y \u0111\u01b0\u1ee3c chuy\u1ec7n c\u00f3 \u0111\u01b0\u1ee3c c\u00f4ng vi\u1ec7c l\u01b0\u01a1ng ng\u00e0n \u0111\u00f4 kh\u00f4ng ph\u1ea3i l\u00e0 chuy\u1ec7n d\u1ec5. Trong b\u00e0i vi\u1ebft n\u00e0y, t\u00f4i s\u1ebd chia s\u1ebb nh\u1eefng quan \u0111i\u1ec3m c\u00e1 nh\u00e2n v\u1ec1 kh\u00f3 kh\u0103n trong vi\u1ec7c h\u1ecdc AI v\u00e0 m\u1ed9t v\u00e0i tips mong c\u00f3 th\u1ec3 gi\u00fap \u0111\u01b0\u1ee3c anh em \u0111ang b\u1eaft \u0111\u1ea7u h\u1ecdc ng\u00e0nh n\u00e0y.<\/p>\n","protected":false},"author":114,"featured_media":38905,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"it-story-article.php","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"#gspb_button-id-gsbp-55fc185{display:flex;justify-content:flex-start}#gspb_button-id-gsbp-55fc185 .gspb-buttonbox-text{display:flex;flex-direction:column}#gspb_button-id-gsbp-55fc185>.gspb-buttonbox{box-sizing:border-box;background-color:#ea1e30;font-size:1px}#gspb_image-id-gsbp-2ce988a{text-align:center}#gspb_image-id-gsbp-2ce988a img{vertical-align:top;display:inline-block;box-sizing:border-box;max-width:100%;height:auto}.gspb_container-id-gsbp-e14d530{flex-direction:column;box-sizing:border-box}#gspb_container-id-gsbp-e14d530.gspb_container>p:last-of-type{margin-bottom:0}.gspb_container{position:relative}#gspb_container-id-gsbp-e14d530.gspb_container{display:block;margin-bottom:52px;padding-right:0;padding-left:0;border-top-style:solid;border-top-width:1px;border-top-color:#121212;border-bottom-style:solid;border-bottom-width:1px;border-bottom-color:#121212}","footnotes":""},"categories":[10160],"tags":[],"class_list":["post-39032","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chuyen-it"],"blocksy_meta":{"page_structure_type":"type-3","styles_descriptor":{"styles":{"desktop":"[data-prefix=\"single_blog_post\"] [class*=\"ct-container\"] > article[class*=\"post\"] {--has-boxed:var(--false);--has-wide:var(--true);}","tablet":"","mobile":""},"google_fonts":[],"version":6},"disable_featured_image":"yes","content_style_source":"custom","content_style":"wide","vertical_spacing_source":"custom","disable_author_box":"yes","disable_share_box":"no","disable_header":"no","has_hero_section":"default","hero_elements":[{"id":"custom_title","enabled":false,"heading_tag":"h1","title":"Trang ch\u1ee7","__id":"88l6-f4plyTg0-EH55tKU"},{"id":"custom_description","enabled":false,"description_visibility":{"desktop":true,"tablet":true,"mobile":false},"__id":"3POTECDbWFioOXsOqOJSj"},{"id":"custom_meta","enabled":false,"meta_elements":[{"id":"author","enabled":true,"label":"B\u1edfi","has_author_avatar":"yes","avatar_size":25},{"id":"post_date","enabled":true,"label":"B\u1eadt ","date_format_source":"default","date_format":"M j, Y"},{"id":"updated_date","enabled":false,"label":"B\u1eadt ","date_format_source":"default","date_format":"M j, Y"},{"id":"categories","enabled":true,"label":"Trong","style":"simple"},{"id":"comments","enabled":true}],"page_meta_elements":{"joined":true,"articles_count":true,"comments":true},"__id":"ke4evHh8J_U8UWN2IeuwO"},{"id":"breadcrumbs","enabled":false,"__id":"w7r4CBg-xEQFP6rhjlCgI"},{"id":"content-block","enabled":true,"__id":"2Yfk_N-XFYDTmjZbXuaWh","hook_id":86066}],"hero_margin":"40px","disable_post_tags":"yes","disable_posts_navigation":"yes","content_area_spacing":"bottom"},"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>H\u1ecdc AI nh\u01b0 n\u00e0o \u0111\u1ec3 l\u01b0\u01a1ng ng\u00e0n \u0111\u00f4? - ITviec Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itviec.com\/blog\/hoc-ai-nhu-nao-de-luong-ngan-do\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"H\u1ecdc AI nh\u01b0 n\u00e0o \u0111\u1ec3 l\u01b0\u01a1ng ng\u00e0n \u0111\u00f4?\" \/>\n<meta property=\"og:description\" content=\"N\u1ebfu nh\u01b0 b\u1ea1n qu\u00e1 ch\u00e1n n\u1ea3n v\u1edbi vi\u1ec7c h\u1ecdc nh\u1eefng ki\u1ebfn th\u1ee9c kh\u00f4 khan th\u00ec b\u1ea1n th\u1eed h\u00e3y \u0111\u1ed5i c\u00e1ch ti\u1ebfp c\u1eadn th\u1eed xem. 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