{"id":90113,"date":"2025-07-31T22:16:31","date_gmt":"2025-07-31T15:16:31","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=90113"},"modified":"2025-07-31T22:16:34","modified_gmt":"2025-07-31T15:16:34","slug":"mlops-la-gi","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/mlops-la-gi\/","title":{"rendered":"MLOps l\u00e0 g\u00ec: Vai tr\u00f2, quy tr\u00ecnh v\u00e0 c\u00e1c k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft"},"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\/mlops-la-gi\/#MLOps_la_gi_Tai_sao_can_su_dung_MLOps\" >MLOps l\u00e0 g\u00ec? T\u1ea1i sao c\u1ea7n s\u1eed d\u1ee5ng MLOps?<\/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\/mlops-la-gi\/#Nhung_nguyen_tac_hang_dau_cua_MLOps\" >Nh\u1eefng nguy\u00ean t\u1eafc h\u00e0ng \u0111\u1ea7u c\u1ee7a MLOps&nbsp;<\/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\/mlops-la-gi\/#Quy_trinh_MLOps_dien_hinh_dien_ra_nhu_the_nao\" >Quy tr\u00ecnh MLOps \u0111i\u1ec3n h\u00ecnh di\u1ec5n ra nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/itviec.com\/blog\/mlops-la-gi\/#4_level_trien_khai_MLOps_can_biet\" >4 level tri\u1ec3n khai MLOps 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\/mlops-la-gi\/#Cac_nhom_kien_thuc_va_ky_nang_can_co_cua_ky_su_MLOps\" >C\u00e1c nh\u00f3m ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng c\u1ea7n c\u00f3 c\u1ee7a k\u1ef9 s\u01b0 MLOps&nbsp;<\/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\/mlops-la-gi\/#Cac_cau_hoi_thuong_gap_ve_MLOps\" >C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 MLOps<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/itviec.com\/blog\/mlops-la-gi\/#Tong_ket\" >T\u1ed5ng k\u1ebft<\/a><\/li><\/ul><\/nav><\/div>\n\n<p><strong><em>Machine Learning (ML) tr\u1edf th\u00e0nh c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p. Tuy nhi\u00ean, vi\u1ec7c \u0111\u01b0a c\u00e1c m\u00f4 h\u00ecnh ML v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 v\u00e0 b\u1ec1n v\u1eefng l\u1ea1i \u0111\u1eb7t ra nhi\u1ec1u th\u00e1ch th\u1ee9c. \u0110\u00e2y ch\u00ednh l\u00e0 l\u00fac MLOps ph\u00e1t huy vai tr\u00f2 quan tr\u1ecdng c\u1ee7a m\u00ecnh nh\u1eb1m h\u1ee3p l\u00fd h\u00f3a to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh ML. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd \u0111i s\u00e2u gi\u1ea3i th\u00edch MLOps l\u00e0 g\u00ec v\u00e0 ph\u00e1c th\u1ea3o c\u00e1c b\u01b0\u1edbc c\u1ea7n thi\u1ebft \u0111\u1ec3 b\u1ea1n trau d\u1ed3i k\u1ef9 n\u0103ng MLOps.<\/em><\/strong><\/p>\n\n\n\n<p>\u0110\u1ecdc b\u00e0i vi\u1ebft \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MLOps l\u00e0 g\u00ec v\u00e0 t\u1ea1i sao c\u1ea7n tri\u1ec3n khai MLOps;<\/li>\n\n\n\n<li>Nh\u1eefng nguy\u00ean t\u1eafc h\u00e0ng \u0111\u1ea7u c\u1ee7a MLOps;<\/li>\n\n\n\n<li>Quy tr\u00ecnh MLOps workflow \u0111i\u1ec3n h\u00ecnh;<\/li>\n\n\n\n<li>4 level tri\u1ec3n khai MLOps;<\/li>\n\n\n\n<li>C\u00e1c ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng c\u1ea7n c\u00f3 c\u1ee7a k\u1ef9 s\u01b0 MLOps.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-mlops-la-gi-t\u1ea1i-sao-c\u1ea7n-s\u1eed-d\u1ee5ng-mlops\"><span class=\"ez-toc-section\" id=\"MLOps_la_gi_Tai_sao_can_su_dung_MLOps\"><\/span><strong>MLOps l\u00e0 g\u00ec? T\u1ea1i sao c\u1ea7n s\u1eed d\u1ee5ng MLOps?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mlops-la-gi\"><strong>MLOps l\u00e0 g\u00ec?<\/strong><\/h3>\n\n\n\n<p>MLOps (Machine learning operations) l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ef1 \u0111\u1ed9ng h\u00f3a, \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai h\u1ecdc m\u00e1y (machine learning &#8211; ML).<\/p>\n\n\n\n<p>MLOps h\u1ee3p nh\u1ea5t qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (Dev) v\u1edbi qu\u00e1 tr\u00ecnh tri\u1ec3n khai v\u00e0 v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng ML (Ops). MLOps \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong su\u1ed1t v\u00f2ng \u0111\u1eddi c\u1ee7a m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y, t\u1eeb ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh, th\u1eed nghi\u1ec7m, t\u00edch h\u1ee3p, ph\u00e1t h\u00e0nh \u0111\u1ebfn qu\u1ea3n l\u00fd c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-vi-sao-c\u1ea7n-co-mlops\"><strong>V\u00ec sao c\u1ea7n c\u00f3 MLOps?<\/strong><\/h3>\n\n\n\n<p>MLOps \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng vi\u1ec7c qu\u1ea3n l\u00fd to\u00e0n di\u1ec7n v\u00f2ng \u0111\u1eddi c\u1ee7a m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y, t\u1eeb vi\u1ec7c tri\u1ec3n khai m\u00f4 h\u00ecnh v\u00e0o m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t \u0111\u1ebfn gi\u00e1m s\u00e1t hi\u1ec7u su\u1ea5t.&nbsp;<\/p>\n\n\n\n<p>N\u1ebfu kh\u00f4ng \u00e1p d\u1ee5ng MLOps, c\u00e1c t\u1ed5 ch\u1ee9c d\u1ec5 g\u1eb7p ph\u1ea3i nhi\u1ec1u th\u00e1ch th\u1ee9c nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>T\u0103ng nguy c\u01a1 l\u1ed7i trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai<\/li>\n\n\n\n<li>Kh\u00f3 m\u1edf r\u1ed9ng h\u1ec7 th\u1ed1ng khi quy m\u00f4 d\u1eef li\u1ec7u t\u0103ng<\/li>\n\n\n\n<li>Hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh suy gi\u1ea3m theo th\u1eddi gian<\/li>\n\n\n\n<li>Thi\u1ebfu s\u1ef1 ph\u1ed1i h\u1ee3p gi\u1eefa c\u00e1c nh\u00f3m d\u1eef li\u1ec7u, k\u1ef9 thu\u1eadt v\u00e0 s\u1ea3n ph\u1ea9m<\/li>\n<\/ul>\n\n\n\n<p>MLOps gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y b\u1eb1ng c\u00e1ch thi\u1ebft l\u1eadp quy tr\u00ecnh chu\u1ea9n cho vi\u1ec7c ph\u00e1t tri\u1ec3n, tri\u1ec3n khai v\u00e0 gi\u00e1m s\u00e1t m\u00f4 h\u00ecnh. Nh\u1edd \u0111\u00f3, c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n hi\u1ec7u qu\u1ea3 c\u00e1c nhi\u1ec7m v\u1ee5, kh\u00f4ng ch\u1ec9 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ng\u1eafn h\u1ea1n m\u00e0 c\u00f2n \u0111\u01b0\u1ee3c \u0111\u1ea3m b\u1ea3o t\u00ednh \u1ed5n \u0111\u1ecbnh, linh ho\u1ea1t v\u00e0 hi\u1ec7u qu\u1ea3 l\u00e2u d\u00e0i trong th\u1ef1c t\u1ebf v\u1eadn h\u00e0nh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-machine-learning-co-vai-tro-gi-trong-mlops\"><strong>Machine Learning c\u00f3 vai tr\u00f2 g\u00ec trong MLOps?<\/strong><\/h3>\n\n\n\n<p>ML l\u00e0 n\u1ec1n t\u1ea3ng k\u1ef9 thu\u1eadt t\u1ea1o n\u00ean c\u00e1c m\u00f4 h\u00ecnh c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao, c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n nhi\u1ec1u nhi\u1ec7m v\u1ee5 kh\u00e1c nhau nh\u01b0 ph\u00e2n lo\u1ea1i (classification), d\u1ef1 \u0111o\u00e1n (prediction) ho\u1eb7c g\u1ee3i \u00fd \u0111\u1ec1 xu\u1ea5t (recommendation). C\u00e1c m\u00f4 h\u00ecnh ML ho\u1ea1t \u0111\u1ed9ng \u00e2m th\u1ea7m trong n\u1ec1n t\u1ea3ng c\u1ee7a nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c nhau nh\u01b0 chatbot t\u1ef1 \u0111\u1ed9ng, c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3 c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm, h\u1ec7 th\u1ed1ng c\u00e1 nh\u00e2n h\u00f3a n\u1ed9i dung, ph\u00e1t hi\u1ec7n th\u01b0 r\u00e1c v\u00e0 gian l\u1eadn, tr\u1ee3 l\u00fd \u1ea3o,&#8230;<\/p>\n\n\n\n<p>MLOps gi\u00fap tri\u1ec3n khai th\u1ef1c t\u1ebf v\u00e0 qu\u1ea3n l\u00fd li\u00ean t\u1ee5c c\u00e1c m\u00f4 h\u00ecnh \u0111\u00f3 trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf. T\u00f3m l\u1ea1i, ML v\u00e0 MLOps l\u00e0 nh\u1eefng m\u1ea3nh gh\u00e9p b\u1ed5 sung cho nhau, ML t\u1ea1o ra m\u00f4 h\u00ecnh, c\u00f2n MLOps \u0111\u1ea3m b\u1ea3o m\u00f4 h\u00ecnh \u0111\u00f3 ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3, li\u00ean t\u1ee5c v\u00e0 b\u1ec1n v\u1eefng trong th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-nh\u1eefng-nguyen-t\u1eafc-hang-d\u1ea7u-c\u1ee7a-mlops\"><span class=\"ez-toc-section\" id=\"Nhung_nguyen_tac_hang_dau_cua_MLOps\"><\/span><strong>Nh\u1eefng nguy\u00ean t\u1eafc h\u00e0ng \u0111\u1ea7u c\u1ee7a MLOps&nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-automation-t\u1ef1-d\u1ed9ng-hoa\"><strong>Automation (T\u1ef1 \u0111\u1ed9ng h\u00f3a)<\/strong><\/h3>\n\n\n\n<p>MLOps t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c giai \u0111o\u1ea1n kh\u00e1c nhau trong quy tr\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh l\u1eb7p l\u1ea1i, t\u00ednh nh\u1ea5t qu\u00e1n v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, t\u1eeb giai \u0111o\u1ea1n t\u1eeb thu th\u1eadp d\u1eef li\u1ec7u, ti\u1ec1n x\u1eed l\u00fd, \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh v\u00e0 x\u00e1c th\u1ef1c \u0111\u1ebfn tri\u1ec3n khai.<\/p>\n\n\n\n<p>M\u1ee9c \u0111\u1ed9 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u1ee7a c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh ML v\u00e0 code quy\u1ebft \u0111\u1ecbnh m\u1ee9c \u0111\u1ed9 ho\u00e0n thi\u1ec7n c\u1ee7a quy tr\u00ecnh ML. V\u1edbi m\u1ee9c \u0111\u1ed9 ho\u00e0n thi\u1ec7n cao h\u01a1n, t\u1ed1c \u0111\u1ed9 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh m\u1edbi c\u0169ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Quy tr\u00ecnh th\u1ee7 c\u00f4ng: \u0110\u00e2y l\u00e0 quy tr\u00ecnh khoa h\u1ecdc d\u1eef li\u1ec7u \u0111i\u1ec3n h\u00ecnh, \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n khi b\u1eaft \u0111\u1ea7u tri\u1ec3n khai ML, mang t\u00ednh th\u1eed nghi\u1ec7m v\u00e0 l\u1eb7p l\u1ea1i. M\u1ecdi b\u01b0\u1edbc trong quy tr\u00ecnh, ch\u1eb3ng h\u1ea1n nh\u01b0 chu\u1ea9n b\u1ecb v\u00e0 x\u00e1c th\u1ef1c d\u1eef li\u1ec7u, hu\u1ea5n luy\u1ec7n v\u00e0 ki\u1ec3m th\u1eed m\u00f4 h\u00ecnh, \u0111\u1ec1u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n th\u1ee7 c\u00f4ng b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 Rapid Application Development (RAD) nh\u01b0 Jupyter Notebooks.<\/li>\n\n\n\n<li>T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh ML: C\u1ea5p \u0111\u1ed9 n\u00e0y bao g\u1ed3m train m\u00f4 h\u00ecnh t\u1ef1 \u0111\u1ed9ng (b\u1ea5t c\u1ee9 khi n\u00e0o c\u00f3 d\u1eef li\u1ec7u m\u1edbi, quy tr\u00ecnh model retraining s\u1ebd \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t) v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c b\u01b0\u1edbc x\u00e1c th\u1ef1c d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh.<\/li>\n\n\n\n<li>T\u1ef1 \u0111\u1ed9ng h\u00f3a <a href=\"https:\/\/itviec.com\/blog\/ci-cd-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">quy tr\u00ecnh CI\/CD<\/a>: \u0110i\u1ec3m kh\u00e1c bi\u1ec7t c\u1ed1t l\u00f5i so v\u1edbi c\u1ea5p \u0111\u1ed9 tr\u01b0\u1edbc l\u00e0 t\u1ef1 \u0111\u1ed9ng x\u00e2y d\u1ef1ng, ki\u1ec3m tra v\u00e0 tri\u1ec3n khai c\u00e1c th\u00e0nh ph\u1ea7n Data, ML model v\u00e0 ML training pipeline.<\/li>\n<\/ul>\n\n\n\n<p>C\u00e1c y\u1ebfu t\u1ed1 k\u00edch ho\u1ea1t cho vi\u1ec7c \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 l\u00e0 c\u00e1c calendar event, messaging, monitoring event c\u0169ng nh\u01b0 c\u00e1c thay \u0111\u1ed5i v\u1ec1 d\u1eef li\u1ec7u, model training code v\u00e0 application code.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-continuous-deployment-tri\u1ec3n-khai-lien-t\u1ee5c\"><strong>Continuous Deployment (Tri\u1ec3n khai li\u00ean t\u1ee5c)<\/strong><\/h3>\n\n\n\n<p>ML asset (t\u00e0i s\u1ea3n h\u1ecdc m\u00e1y) bao g\u1ed3m: m\u00f4 h\u00ecnh, tham s\u1ed1 (parameter v\u00e0 hyperparameter), t\u1eadp l\u1ec7nh hu\u1ea5n luy\u1ec7n, d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n v\u00e0 ki\u1ec3m th\u1eed. M\u1ed7i asset c\u1ea7n \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd v\u1ec1 danh t\u00ednh, phi\u00ean b\u1ea3n, s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0 n\u01a1i tri\u1ec3n khai (nh\u01b0 d\u1ecbch v\u1ee5 ho\u1eb7c h\u1ea1 t\u1ea7ng n\u1ec1n t\u1ea3ng).<\/p>\n\n\n\n<p>MLOps h\u1ed7 tr\u1ee3 tri\u1ec3n khai li\u00ean t\u1ee5c th\u00f4ng qua c\u00e1c ho\u1ea1t \u0111\u1ed9ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CI &#8211; Continuous Integration (T\u00edch h\u1ee3p li\u00ean t\u1ee5c): M\u1edf r\u1ed9ng ki\u1ec3m th\u1eed t\u1eeb m\u00e3 ngu\u1ed3n sang d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh.<\/li>\n\n\n\n<li>CD &#8211; Continuous Delivery (Ph\u00e2n ph\u1ed1i li\u00ean t\u1ee5c): T\u1ef1 \u0111\u1ed9ng tri\u1ec3n khai pipeline hu\u1ea5n luy\u1ec7n tri\u1ec3n khai m\u1ed9t d\u1ecbch v\u1ee5 d\u1ef1 \u0111o\u00e1n m\u00f4 h\u00ecnh ML kh\u00e1c.<\/li>\n\n\n\n<li>CT &#8211; Continuous Training (Hu\u1ea5n luy\u1ec7n li\u00ean t\u1ee5c): T\u1ef1 \u0111\u1ed9ng \u0111\u00e0o t\u1ea1o l\u1ea1i m\u00f4 h\u00ecnh khi c\u00f3 thay \u0111\u1ed5i \u0111\u1ea7u v\u00e0o.<\/li>\n\n\n\n<li>CM &#8211; Continuous Monitoring (Gi\u00e1m s\u00e1t li\u00ean t\u1ee5c): Theo d\u00f5i hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh v\u00e0 d\u1eef li\u1ec7u li\u00ean t\u1ee5c, g\u1eafn li\u1ec1n v\u1edbi c\u00e1c ch\u1ec9 s\u1ed1 kinh doanh.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc chi ti\u1ebft: <strong><a href=\"https:\/\/itviec.com\/blog\/moi-quan-he-giua-ci-cd-devops\/\" target=\"_blank\" rel=\"noreferrer noopener\">M\u1ed1i quan h\u1ec7 \u201cm\u1eadt thi\u1ebft\u201d gi\u1eefa CI\/CD DevOps<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-versioning-qu\u1ea3n-ly-phien-b\u1ea3n\"><strong>Versioning (Qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n)<\/strong><\/h3>\n\n\n\n<p>Quy tr\u00ecnh n\u00e0y bao g\u1ed3m vi\u1ec7c theo d\u00f5i c\u00e1c thay \u0111\u1ed5i trong ML asset \u0111\u1ec3 c\u00f3 th\u1ec3 t\u00e1i t\u1ea1o k\u1ebft qu\u1ea3 v\u00e0 quay l\u1ea1i phi\u00ean b\u1ea3n tr\u01b0\u1edbc n\u1ebfu c\u1ea7n. M\u1ed7i th\u00e0nh ph\u1ea7n (m\u00e3, d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh) \u0111\u1ec1u \u0111\u01b0\u1ee3c ki\u1ec3m duy\u1ec7t v\u00e0 g\u1eafn s\u1ed1 phi\u00ean b\u1ea3n.&nbsp;<\/p>\n\n\n\n<p>Kh\u1ea3 n\u0103ng t\u00e1i t\u1ea1o ph\u1ea3i \u0111\u01b0\u1ee3c \u0111\u1ea3m b\u1ea3o \u1edf m\u1ecdi giai \u0111o\u1ea1n t\u1eeb x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ebfn tri\u1ec3n khai, ngh\u0129a l\u00e0 c\u00f9ng m\u1ed9t \u0111\u1ea7u v\u00e0o ph\u1ea3i cho ra k\u1ebft qu\u1ea3 gi\u1ed1ng nhau \u1edf m\u1ecdi l\u1ea7n th\u1ef1c hi\u1ec7n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-experiments-tracking-theo-doi-th\u1eed-nghi\u1ec7m\"><strong>Experiments Tracking (Theo d\u00f5i th\u1eed nghi\u1ec7m)<\/strong><\/h3>\n\n\n\n<p>Tr\u00e1i ng\u01b0\u1ee3c v\u1edbi quy tr\u00ecnh ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m truy\u1ec1n th\u1ed1ng, trong ph\u00e1t tri\u1ec3n ML, nhi\u1ec1u th\u1eed nghi\u1ec7m hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n song song tr\u01b0\u1edbc khi \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh m\u00f4 h\u00ecnh n\u00e0o s\u1ebd \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o s\u1ea3n xu\u1ea5t.<\/p>\n\n\n\n<p>M\u1ed9t c\u00e1ch \u0111\u1ec3 theo d\u00f5i nhi\u1ec1u th\u1eed nghi\u1ec7m l\u00e0 s\u1eed d\u1ee5ng c\u00e1c Git branch kh\u00e1c nhau, m\u1ed7i branch d\u00e0nh ri\u00eang cho m\u1ed9t th\u1eed nghi\u1ec7m ri\u00eang bi\u1ec7t. Output c\u1ee7a m\u1ed7i branch l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n. T\u00f9y thu\u1ed9c v\u00e0o s\u1ed1 li\u1ec7u \u0111\u01b0\u1ee3c ch\u1ecdn, c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n s\u1ebd \u0111\u01b0\u1ee3c so s\u00e1nh v\u1edbi nhau \u0111\u1ec3 ch\u1ecdn ra c\u00e1c m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p.<\/p>\n\n\n\n<p>C\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 branching v\u1edbi \u0111\u1ed9 ma s\u00e1t th\u1ea5p bao g\u1ed3m: DVC (Data Version Control) &#8211; m\u1ed9t ph\u1ea7n m\u1edf r\u1ed9ng c\u1ee7a Git v\u00e0 l\u00e0 h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t phi\u00ean b\u1ea3n m\u00e3 ngu\u1ed3n m\u1edf d\u00e0nh cho c\u00e1c d\u1ef1 \u00e1n ML; th\u01b0 vi\u00ean Weights &amp; Biases (wandb) t\u1ef1 \u0111\u1ed9ng theo d\u00f5i c\u00e1c hyperparameter v\u00e0 metric c\u1ee7a c\u00e1c th\u1eed nghi\u1ec7m.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-testing-ki\u1ec3m-th\u1eed\"><strong>Testing (Ki\u1ec3m th\u1eed)<\/strong><\/h3>\n\n\n\n<p>Ki\u1ec3m th\u1eed trong MLOps gi\u00fap \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 tin c\u1eady v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y. Vi\u1ec7c n\u00e0y b\u1eaft \u0111\u1ea7u ngay t\u1eeb giai \u0111o\u1ea1n ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u v\u1edbi c\u00e1c ki\u1ec3m tra v\u1ec1 t\u00ednh to\u00e0n v\u1eb9n, \u0111\u1ecbnh d\u1ea1ng v\u00e0 ph\u00e2n ph\u1ed1i.&nbsp;<\/p>\n\n\n\n<p>Trong MLOps, ki\u1ec3m th\u1eed kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf m\u00e3 ngu\u1ed3n m\u00e0 m\u1edf r\u1ed9ng ra to\u00e0n b\u1ed9 chu tr\u00ecnh, bao g\u1ed3m d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng, c\u1ee5 th\u1ec3:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D\u1eef li\u1ec7u: Ki\u1ec3m tra t\u00ednh to\u00e0n v\u1eb9n, \u0111\u1ecbnh d\u1ea1ng v\u00e0 ph\u00e2n ph\u1ed1i.<\/li>\n\n\n\n<li>M\u00f4 h\u00ecnh: Ki\u1ec3m tra \u0111\u1ed9 ch\u00ednh x\u00e1c, t\u00ednh c\u00f4ng b\u1eb1ng, kh\u1ea3 n\u0103ng kh\u00e1i qu\u00e1t.<\/li>\n\n\n\n<li>Pipeline: Unit test cho t\u1eebng th\u00e0nh ph\u1ea7n, ki\u1ec3m th\u1eed t\u00edch h\u1ee3p \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c ph\u1ea7n ho\u1ea1t \u0111\u1ed9ng c\u00f9ng nhau, ki\u1ec3m th\u1eed end-to-end m\u00f4 ph\u1ecfng m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t.<\/li>\n<\/ul>\n\n\n\n<p>B\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n ki\u1ec3m th\u1eed t\u1ef1 \u0111\u1ed9ng v\u00e0 li\u00ean t\u1ee5c, MLOps gi\u00fap ph\u00e1t hi\u1ec7n v\u00e0 kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1 nhanh ch\u00f3ng, gi\u1ea3m thi\u1ec3u r\u1ee7i ro khi tri\u1ec3n khai m\u00f4 h\u00ecnh v\u00e0o m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf v\u00e0 duy tr\u00ec hi\u1ec7u su\u1ea5t \u1ed5n \u0111\u1ecbnh theo th\u1eddi gian.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-monitoring-giam-sat\"><strong>Monitoring (Gi\u00e1m s\u00e1t)<\/strong><\/h3>\n\n\n\n<p>Sau khi m\u00f4 h\u00ecnh ML \u0111\u01b0\u1ee3c tri\u1ec3n khai, c\u1ea7n ph\u1ea3i gi\u00e1m s\u00e1t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o m\u00f4 h\u00ecnh ML ho\u1ea1t \u0111\u1ed9ng \u0111\u00fang nh\u01b0 mong \u0111\u1ee3i:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Theo d\u00f5i nh\u1eefng thay \u0111\u1ed5i ph\u1ee5 thu\u1ed9c trong to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh x\u1eed l\u00fd b\u1eb1ng th\u00f4ng b\u00e1o.<\/li>\n\n\n\n<li>Theo d\u00f5i c\u00e1c b\u1ea5t bi\u1ebfn d\u1eef li\u1ec7u trong qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u00e0 ph\u1ee5c v\u1ee5 \u0111\u1ea7u v\u00e0o: C\u1ea3nh b\u00e1o n\u1ebfu d\u1eef li\u1ec7u kh\u00f4ng kh\u1edbp v\u1edbi l\u01b0\u1ee3c \u0111\u1ed3 \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh trong b\u01b0\u1edbc \u0111\u00e0o t\u1ea1o<\/li>\n\n\n\n<li>Theo d\u00f5i xem t\u00ednh n\u0103ng \u0111\u00e0o t\u1ea1o v\u00e0 ph\u1ee5c v\u1ee5 c\u00f3 t\u00ednh ra c\u00f9ng m\u1ed9t gi\u00e1 tr\u1ecb kh\u00f4ng.<\/li>\n\n\n\n<li>Theo d\u00f5i t\u00ednh \u1ed5n \u0111\u1ecbnh s\u1ed1 c\u1ee7a m\u00f4 h\u00ecnh ML.<\/li>\n\n\n\n<li>Gi\u00e1m s\u00e1t hi\u1ec7u su\u1ea5t t\u00ednh to\u00e1n c\u1ee7a h\u1ec7 th\u1ed1ng ML. C\u1ea7n th\u00f4ng b\u00e1o c\u1ea3 h\u1ed3i quy r\u00f2 r\u1ec9 ch\u1eadm v\u00e0 h\u1ed3i quy \u0111\u1ed9t ng\u1ed9t trong hi\u1ec7u su\u1ea5t t\u00ednh to\u00e1n.<\/li>\n\n\n\n<li>Theo d\u00f5i m\u1ee9c \u0111\u1ed9 c\u0169 k\u1ef9 c\u1ee7a h\u1ec7 th\u1ed1ng trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/li>\n\n\n\n<li>Theo d\u00f5i qu\u00e1 tr\u00ecnh t\u1ea1o t\u00ednh n\u0103ng v\u00ec ch\u00fang \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn m\u00f4 h\u00ecnh.<\/li>\n\n\n\n<li>Theo d\u00f5i s\u1ef1 suy gi\u1ea3m ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh ML tr\u00ean d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c cung c\u1ea5p. C\u1ea7n th\u00f4ng b\u00e1o c\u1ea3 h\u1ed3i quy r\u00f2 r\u1ec9 ch\u1eadm v\u00e0 h\u1ed3i quy \u0111\u1ed9t ng\u1ed9t v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1 \u0111o\u00e1n.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-quy-trinh-mlops-di\u1ec3n-hinh-di\u1ec5n-ra-nh\u01b0-th\u1ebf-nao\"><span class=\"ez-toc-section\" id=\"Quy_trinh_MLOps_dien_hinh_dien_ra_nhu_the_nao\"><\/span><strong>Quy tr\u00ecnh MLOps \u0111i\u1ec3n h\u00ecnh di\u1ec5n ra nh\u01b0 th\u1ebf n\u00e0o?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Quy tr\u00ecnh MLOps (MLOps workflow) xoay quanh vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c gi\u1ea3i ph\u00e1p li\u00ean quan \u0111\u1ebfn h\u1ecdc m\u00e1y \u1edf quy m\u00f4 s\u1ea3n xu\u1ea5t.<\/p>\n\n\n\n<p>MLOps workflow th\u01b0\u1eddng \u0111\u01b0\u1ee3c chia th\u00e0nh hai t\u1ea7ng c\u01a1 b\u1ea3n: t\u1ea7ng tr\u00ean (pipeline) v\u00e0 t\u1ea7ng d\u01b0\u1edbi (driver). M\u1ed7i t\u1ea7ng bao g\u1ed3m c\u00e1c th\u00e0nh ph\u1ea7n nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pipeline<\/strong>: bao g\u1ed3m c\u00e1c module x\u00e2y d\u1ef1ng (build), tri\u1ec3n khai (deploy), gi\u00e1m s\u00e1t (monitor).<\/li>\n\n\n\n<li><strong>Driver<\/strong>: bao g\u1ed3m d\u1eef li\u1ec7u (data), m\u00e3 ngu\u1ed3n (code), artifacts, ph\u1ea7n m\u1ec1m trung gian (middleware) v\u00e0 h\u1ea1 t\u1ea7ng (infrastructure).<\/li>\n<\/ul>\n\n\n\n<p>S\u01a1 \u0111\u1ed3 minh h\u1ecda d\u01b0\u1edbi \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n h\u00ecnh dung r\u00f5 h\u01a1n v\u1ec1 c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a MLOps workflow:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"377\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-160.png\" alt=\"\" class=\"wp-image-90206\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-160.png 800w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-160-300x141.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-160-640x302.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-160-200x94.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-160-768x362.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>Nh\u01b0 \u0111\u00e3 \u0111\u1ec1 c\u1eadp, pipeline l\u00e0 t\u1ea7ng tr\u00ean c\u00f9ng. N\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 tri\u1ec3n khai (deployment) v\u00e0 gi\u00e1m s\u00e1t (monitoring) c\u00e1c m\u00f4 h\u00ecnh. Pipeline \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t b\u1edfi c\u00e1c driver n\u1eb1m ph\u00eda d\u01b0\u1edbi.&nbsp;<\/p>\n\n\n\n<p>Ph\u1ea7n d\u01b0\u1edbi \u0111\u00e2y s\u1ebd gi\u1ea3i th\u00edch chi ti\u1ebft h\u01a1n v\u1ec1 t\u1eebng module trong t\u1ea7ng pipeline<strong>:<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-build-xay-d\u1ef1ng\"><strong>Build (X\u00e2y d\u1ef1ng)<\/strong><\/h3>\n\n\n\n<p>Module n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n v\u00e0 cung c\u1ea5p phi\u00ean b\u1ea3n cho c\u00e1c m\u00f4 h\u00ecnh ML. Quy tr\u00ecnh trong giai \u0111o\u1ea1n n\u00e0y b\u1eaft \u0111\u1ea7u v\u1edbi c\u00e1c b\u01b0\u1edbc sau:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-data-ingestion-data-ops\"><strong>Data ingestion (Data Ops)<\/strong><\/h4>\n\n\n\n<p>\u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n \u0111\u1ea7u ti\u00ean trong v\u00f2ng \u0111\u1eddi MLOps, t\u1eadp trung v\u00e0o x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o, bao g\u1ed3m:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>X\u00e2y d\u1ef1ng pipeline ti\u1ebfp nh\u1eadn d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0 data lake v\u00e0 data warehouse. Data lake c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t trung t\u00e2m l\u01b0u tr\u1eef t\u1ea5t c\u1ea3 c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 phi c\u1ea5u tr\u00fac tr\u00ean quy m\u00f4 r\u1ea5t l\u1edbn.<\/li>\n\n\n\n<li>Th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc x\u00e1c minh, x\u00e1c th\u1ef1c d\u1eef li\u1ec7u b\u1eb1ng c\u00e1c logic x\u00e1c th\u1ef1c.<\/li>\n\n\n\n<li>Ch\u1ea1y quy tr\u00ecnh ETL (Extract &#8211; Transform &#8211; Load).<\/li>\n\n\n\n<li>Sau khi x\u1eed l\u00fd, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c chia th\u00e0nh c\u00e1c t\u1eadp hu\u1ea5n luy\u1ec7n (training) v\u00e0 ki\u1ec3m tra (testing).<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-model-training-hu\u1ea5n-luy\u1ec7n-mo-hinh\"><strong>Model training (Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh)<\/strong><\/h4>\n\n\n\n<p>Giai \u0111o\u1ea1n ti\u1ebfp theo l\u00e0 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ML \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n trong ph\u1ea7n sau c\u1ee7a d\u1ef1 \u00e1n. C\u00e1c m\u00e3 module s\u1ebd \u0111\u01b0\u1ee3c ch\u1ea1y \u0111\u1ec3 th\u1ef1c hi\u1ec7n to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh model training truy\u1ec1n th\u1ed1ng. B\u01b0\u1edbc n\u00e0y bao g\u1ed3m ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u, l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u v\u00e0 thi\u1ebft k\u1ebf thu\u1ed9c t\u00ednh. Qu\u00e1 tr\u00ecnh n\u00e0y y\u00eau c\u1ea7u \u0111i\u1ec1u ch\u1ec9nh tham s\u1ed1 (hyperparameter tuning), b\u1eb1ng c\u00e1ch th\u1ee7 c\u00f4ng ho\u1eb7c d\u00f9ng k\u1ef9 thu\u1eadt t\u1ef1 \u0111\u1ed9ng nh\u01b0 grid search.&nbsp;<\/p>\n\n\n\n<p>K\u1ebft qu\u1ea3 c\u1ee7a b\u01b0\u1edbc n\u00e0y l\u00e0 t\u1ea1o ra m\u1ed9t m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n (trained model).<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-ki\u1ec3m-tra-mo-hinh-da-d\u01b0\u1ee3c-hu\u1ea5n-luy\u1ec7n\"><strong>Ki\u1ec3m tra m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n<\/strong><\/h4>\n\n\n\n<p>M\u00f4 h\u00ecnh sau khi hu\u1ea5n luy\u1ec7n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t b\u1eb1ng c\u00e1ch ch\u1ea1y tr\u00ean t\u1eadp d\u1eef li\u1ec7u ki\u1ec3m tra, \u0111\u1ea7u ra l\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 (metric scores).<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-model-packaging-dong-goi-mo-hinh\"><strong>Model packaging (\u0110\u00f3ng g\u00f3i m\u00f4 h\u00ecnh)&nbsp;<\/strong><\/h4>\n\n\n\n<p>M\u00f4 h\u00ecnh s\u1ebd \u0111\u01b0\u1ee3c \u0111\u00f3ng g\u00f3i b\u1eb1ng Docker \u0111\u1ec3 c\u00f3 th\u1ec3 chuy\u1ec3n sang giai \u0111o\u1ea1n s\u1ea3n xu\u1ea5t. Docker \u0111\u00f3ng g\u00f3i to\u00e0n b\u1ed9 \u1ee9ng d\u1ee5ng th\u00e0nh c\u00e1c th\u00e0nh ph\u1ea7n c\u00f3 th\u1ec3 ch\u1ea1y \u0111\u01b0\u1ee3c c\u00f9ng v\u1edbi m\u00e3 ngu\u1ed3n, bao g\u1ed3m h\u1ec7 \u0111i\u1ec1u h\u00e0nh, th\u01b0 vi\u1ec7n v\u00e0 c\u00e1c ph\u1ee5 thu\u1ed9c c\u1ea7n thi\u1ebft \u0111\u1ec3 ch\u1ea1y m\u00e3.&nbsp; \u0110i\u1ec1u n\u00e0y gi\u00fap \u0111\u1ea3m b\u1ea3o t\u00ednh \u0111\u1ed3ng nh\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng ch\u1ea1y m\u00f4 h\u00ecnh trong m\u1ecdi m\u00f4i tr\u01b0\u1eddng tri\u1ec3n khai.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-model-registration-l\u01b0u-tr\u1eef-mo-hinh\"><strong>Model registration (L\u01b0u tr\u1eef m\u00f4 h\u00ecnh)<\/strong><\/h4>\n\n\n\n<p>Sau khi \u0111\u00f3ng g\u00f3i, m\u00f4 h\u00ecnh s\u1ebd \u0111\u01b0\u1ee3c \u0111\u0103ng k\u00fd v\u00e0 l\u01b0u tr\u1eef trong kho m\u00f4 h\u00ecnh (model registry) \u0111\u1ec3 s\u1eb5n s\u00e0ng cho tri\u1ec3n khai. M\u1ed9t trained model bao g\u1ed3m m\u1ed9t ho\u1eb7c nhi\u1ec1u t\u1ec7p c\u1ea5u th\u00e0nh \u0111\u1ec3 \u0111\u1ea1i di\u1ec7n v\u00e0 ch\u1ea1y model \u0111\u00f3. L\u00fac n\u00e0y, ML pipeline c\u0169ng \u0111\u01b0\u1ee3c th\u1ef1c thi.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-deploy-giai-do\u1ea1n-tri\u1ec3n-khai\"><strong>Deploy (Giai \u0111o\u1ea1n tri\u1ec3n khai)<\/strong><\/h3>\n\n\n\n<p>Module n\u00e0y cho ph\u00e9p v\u1eadn h\u00e0nh c\u00e1c ML model \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ea1o trong giai \u0111o\u1ea1n build. T\u1ea1i \u0111\u00e2y, vi\u1ec7c th\u1ef1c thi v\u00e0 h\u00e0nh vi c\u1ee7a m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c ki\u1ec3m tra trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t ho\u1eb7c t\u01b0\u01a1ng t\u1ef1 s\u1ea3n xu\u1ea5t (test) \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh m\u1ea1nh m\u1ebd v\u00e0 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng c\u1ee7a m\u00f4 h\u00ecnh cho vi\u1ec7c s\u1eed d\u1ee5ng s\u1ea3n xu\u1ea5t.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-testing-ki\u1ec3m-th\u1eed-0\"><strong>Testing &#8211; Ki\u1ec3m th\u1eed<\/strong><\/h4>\n\n\n\n<p>Ki\u1ec3m th\u1eed l\u00e0 b\u01b0\u1edbc quan tr\u1ecdng \u0111\u1ec3 x\u00e1c th\u1ef1c \u0111\u1ed9 b\u1ec1n v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a ML model tr\u01b0\u1edbc khi tri\u1ec3n khai s\u1ea3n xu\u1ea5t. T\u1ea5t c\u1ea3 c\u00e1c trained model \u0111\u1ec1u \u0111\u01b0\u1ee3c ki\u1ec3m tra trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m g\u1ea7n gi\u1ed1ng m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 k\u1ef9 l\u01b0\u1ee1ng v\u1ec1 \u0111\u1ed9 tin c\u1eady v\u00e0 kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i.&nbsp;<\/p>\n\n\n\n<p>Trong m\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m, ML model \u0111\u01b0\u1ee3c tri\u1ec3n khai d\u01b0\u1edbi d\u1ea1ng API ho\u1eb7c d\u1ecbch v\u1ee5 ph\u00e1t tr\u1ef1c tuy\u1ebfn \u0111\u1ebfn m\u1ee5c ti\u00eau tri\u1ec3n khai nh\u01b0 Kubernetes cluster, container instance, m\u00e1y \u1ea3o c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng ho\u1eb7c thi\u1ebft b\u1ecb edge, t\u00f9y thu\u1ed9c v\u00e0o nhu c\u1ea7u v\u00e0 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng. Sau \u0111\u00f3, c\u00e1c d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c \u0111\u01b0a ra cho m\u00f4 h\u00ecnh \u0111\u00e3 tri\u1ec3n khai d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1eed nghi\u1ec7m.&nbsp;<\/p>\n\n\n\n<p>D\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n theo l\u00f4 (batch) ho\u1eb7c \u0111\u1ecbnh k\u1ef3, sau \u0111\u00f3 ki\u1ec3m tra hi\u1ec7u su\u1ea5t t\u1ed5ng th\u1ec3. N\u1ebfu \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau chu\u1ea9n, n\u00f3 s\u1ebd chuy\u1ec3n sang giai \u0111o\u1ea1n s\u1ea3n xu\u1ea5t.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-release-phat-hanh\"><strong>Release &#8211; Ph\u00e1t h\u00e0nh<\/strong><\/h4>\n\n\n\n<p>N\u1ebfu m\u00f4 h\u00ecnh v\u01b0\u1ee3t qua ki\u1ec3m th\u1eed, n\u00f3 s\u1ebd \u0111\u01b0\u1ee3c ch\u00ednh th\u1ee9c tri\u1ec3n khai trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t, mang l\u1ea1i gi\u00e1 tr\u1ecb th\u1ef1c t\u1ebf cho doanh nghi\u1ec7p.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-monitor-giai-do\u1ea1n-giam-sat\"><strong>Monitor (Giai \u0111o\u1ea1n gi\u00e1m s\u00e1t)<\/strong><\/h3>\n\n\n\n<p>C\u00e1c module gi\u00e1m s\u00e1t (monitor) v\u00e0 tri\u1ec3n khai (deploy) lu\u00f4n \u0111i \u0111\u00f4i v\u1edbi nhau. Giai \u0111o\u1ea1n gi\u00e1m s\u00e1t s\u1ebd theo d\u00f5i v\u00e0 ph\u00e2n t\u00edch \u1ee9ng d\u1ee5ng h\u1ecdc m\u00e1y \u0111\u00e3 tri\u1ec3n khai. Hi\u1ec7u su\u1ea5t \u0111\u01b0\u1ee3c ki\u1ec3m tra b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c predefined metrics. M\u00f4 h\u00ecnh c\u0169ng \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u1ed9t explainability framework \u0111\u00e3 x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-monitoring-giam-sat-0\"><strong>Monitoring &#8211; Gi\u00e1m s\u00e1t<\/strong><\/h4>\n\n\n\n<p>Module n\u00e0y c\u00f3 m\u1ee5c \u0111\u00edch l\u00e0 theo d\u00f5i t\u00ednh to\u00e0n v\u1eb9n d\u1eef li\u1ec7u, \u0111\u1ed9 l\u1ec7ch m\u00f4 h\u00ecnh (model drift) v\u00e0 hi\u1ec7u su\u1ea5t \u1ee9ng d\u1ee5ng. S\u1eed d\u1ee5ng telemetry data \u0111\u1ec3 theo d\u00f5i hi\u1ec7u su\u1ea5t, t\u00ecnh tr\u1ea1ng v\u00e0 \u0111\u1ed9 b\u1ec1n c\u1ee7a h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t, v\u00ed d\u1ee5 nh\u01b0 d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn gia t\u1ed1c, con quay h\u1ed3i chuy\u1ec3n, \u0111\u1ed9 \u1ea9m, \u00e1p su\u1ea5t, nhi\u1ec7t \u0111\u1ed9,&#8230;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-analyzing-phan-tich\"><strong>Analyzing &#8211; Ph\u00e2n t\u00edch<\/strong><\/h4>\n\n\n\n<p>M\u1ee5c ti\u00eau c\u1ee7a vi\u1ec7c ph\u00e2n t\u00edch l\u00e0 \u0111\u1ea3m b\u1ea3o m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau kinh doanh v\u00e0 c\u00e1c quy \u0111\u1ecbnh li\u00ean quan. \u00c1p d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p gi\u1ea3i th\u00edch m\u00f4 h\u00ecnh (model explainability) theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 ph\u00e2n t\u00edch \u0111\u1eb7c t\u00ednh thi\u1ebft y\u1ebfu c\u1ee7a m\u00f4 h\u00ecnh nh\u01b0 t\u00ednh c\u00f4ng b\u1eb1ng, \u0111\u1ed9 tin c\u1eady, \u0111\u1ed9 bias, t\u00ednh minh b\u1ea1ch v\u00e0 l\u1ed7i m\u00f4 h\u00ecnh.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-governing-qu\u1ea3n-tr\u1ecb\"><strong>Governing &#8211; Qu\u1ea3n tr\u1ecb<\/strong><\/h4>\n\n\n\n<p>B\u01b0\u1edbc n\u00e0y thi\u1ebft l\u1eadp c\u00e1c c\u1ea3nh b\u00e1o v\u00e0 h\u00e0nh \u0111\u1ed9ng t\u1ef1 \u0111\u1ed9ng khi m\u00f4 h\u00ecnh gi\u1ea3m hi\u1ec7u su\u1ea5t (v\u00ed d\u1ee5: \u0111\u1ed9 ch\u00ednh x\u00e1c th\u1ea5p, \u0111\u1ed9 l\u1ec7ch cao) xu\u1ed1ng d\u01b0\u1edbi m\u1ed9t ng\u01b0\u1ee1ng x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc. Khi \u0111\u00f3 chuy\u00ean gia \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng s\u1ebd \u0111\u01b0\u1ee3c th\u00f4ng b\u00e1o v\u00e0 t\u1ef1 \u0111\u1ed9ng k\u00edch ho\u1ea1t l\u1ea1i quy tr\u00ecnh hu\u1ea5n luy\u1ec7n v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh thay th\u1ebf.<\/p>\n\n\n\n<p>Ngo\u00e0i ra, vi\u1ec7c tu\u00e2n th\u1ee7 lu\u1eadt, c\u00e1c quy \u0111\u1ecbnh v\u00e0 ti\u00eau chu\u1ea9n c\u0169ng l\u00e0 m\u1ed9t ph\u1ea7n quan tr\u1ecdng c\u1ee7a giai \u0111o\u1ea1n qu\u1ea3n tr\u1ecb. \u00c1p d\u1ee5ng ki\u1ec3m to\u00e1n v\u00e0 b\u00e1o c\u00e1o m\u00f4 h\u00ecnh \u0111\u1ec3 cung c\u1ea5p kh\u1ea3 n\u0103ng truy xu\u1ea5t ngu\u1ed3n g\u1ed1c t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i v\u00e0 kh\u1ea3 n\u0103ng gi\u1ea3i th\u00edch cho c\u00e1c m\u00f4 h\u00ecnh trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t.<\/p>\n\n\n\n<p><strong>T\u00f3m l\u1ea1i<\/strong><\/p>\n\n\n\n<p>Quy tr\u00ecnh l\u00e0m vi\u1ec7c trong MLOps ch\u1ee7 y\u1ebfu bao g\u1ed3m layer tr\u00ean c\u00f9ng g\u1ecdi l\u00e0 pipeline v\u00e0 layer d\u01b0\u1edbi c\u00f9ng g\u1ecdi l\u00e0 driver. C\u00e1c giai \u0111o\u1ea1n kh\u00e1c nhau li\u00ean quan \u0111\u1ebfn vi\u1ec7c tri\u1ec3n khai m\u1ed9t \u1ee9ng d\u1ee5ng ML ho\u00e0n ch\u1ec9nh bao g\u1ed3m thu th\u1eadp d\u1eef li\u1ec7u (t\u1ea5t c\u1ea3 h\u00e0nh \u0111\u1ed9ng c\u1ea7n thi\u1ebft \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ec3 s\u1eeda \u0111\u1ed5i t\u1eadp d\u1eef li\u1ec7u tr\u01b0\u1edbc khi hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh), model training (quy tr\u00ecnh hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ML b\u1eb1ng t\u1eadp data training), ki\u1ec3m th\u1eed m\u00f4 h\u00ecnh, trong \u0111\u00f3 hi\u1ec7u su\u1ea5t trained model \u0111\u01b0\u1ee3c ki\u1ec3m tra b\u1eb1ng t\u1eadp d\u1eef li\u1ec7u ki\u1ec3m tra v\u00e0 \u0111i\u1ec3m hi\u1ec7u su\u1ea5t \u0111\u01b0\u1ee3c tr\u1ea3 v\u1ec1.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-level-tri\u1ec3n-khai-mlops-c\u1ea7n-bi\u1ebft\"><span class=\"ez-toc-section\" id=\"4_level_trien_khai_MLOps_can_biet\"><\/span><strong>4 level tri\u1ec3n khai MLOps c\u1ea7n bi\u1ebft<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mlops-level-0-quy-trinh-th\u1ee7-cong\"><strong>MLOps level 0 (Quy tr\u00ecnh th\u1ee7 c\u00f4ng)<\/strong><\/h3>\n\n\n\n<p>Level c\u01a1 b\u1ea3n nh\u1ea5t, th\u01b0\u1eddng \u00e1p d\u1ee5ng cho c\u00e1c t\u1ed5 ch\u1ee9c m\u1edbi b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng v\u1edbi ML, ph\u00f9 h\u1ee3p khi m\u00f4 h\u00ecnh \u00edt khi \u0111\u01b0\u1ee3c thay \u0111\u1ed5i ho\u1eb7c \u0111\u00e0o t\u1ea1o. Quy tr\u00ecnh \u0111\u01b0\u1ee3c \u0111i\u1ec1u h\u00e0nh b\u1edfi c\u00e1c data scientist v\u00e0 ho\u00e0n to\u00e0n th\u1ee7 c\u00f4ng, kh\u00f4ng c\u00f3 t\u1ef1 \u0111\u1ed9ng h\u00f3a.<\/p>\n\n\n\n<p>\u0110\u1eb7c tr\u01b0ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>M\u1ecdi b\u01b0\u1edbc \u0111\u1ec1u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n th\u1ee7 c\u00f4ng, d\u1ef1a tr\u00ean script v\u00e0 t\u01b0\u01a1ng t\u00e1c, t\u1eeb ph\u00e2n t\u00edch d\u1eef li\u1ec7u, chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, model training v\u00e0 ki\u1ec3m \u0111\u1ecbnh. Quy tr\u00ecnh th\u1ee7 c\u00f4ng t\u1eeb vi\u1ec7c th\u1ef1c thi \u0111\u1ebfn chuy\u1ec3n \u0111\u1ed5i t\u1eeb b\u01b0\u1edbc n\u00e0y sang b\u01b0\u1edbc kh\u00e1c.<\/li>\n\n\n\n<li>Kh\u00f4ng c\u00f3 h\u1ee3p t\u00e1c gi\u1eefa data scientist &#8211; ng\u01b0\u1eddi t\u1ea1o ra m\u00f4 h\u00ecnh v\u00e0 c\u00e1c engineer &#8211; ng\u01b0\u1eddi ph\u1ee5c v\u1ee5 m\u00f4 h\u00ecnh. Data scientist b\u00e0n giao trained model d\u01b0\u1edbi d\u1ea1ng s\u1ea3n ph\u1ea9m \u0111\u1ec3 nh\u00f3m k\u1ef9 s\u01b0 tri\u1ec3n khai tr\u00ean c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng API.<\/li>\n\n\n\n<li>Ph\u00e1t h\u00e0nh m\u00f4 h\u00ecnh kh\u00f4ng th\u01b0\u1eddng xuy\u00ean: M\u1ed9t phi\u00ean b\u1ea3n m\u00f4 h\u00ecnh m\u1edbi ch\u1ec9 \u0111\u01b0\u1ee3c tri\u1ec3n khai v\u00e0i l\u1ea7n m\u1ed7i n\u0103m.<\/li>\n\n\n\n<li>Kh\u00f4ng c\u00f3 CI\/CD, m\u1ecdi ki\u1ec3m th\u1eed th\u01b0\u1eddng l\u00e0 ch\u1ea1y tay t\u1eeb notebook ho\u1eb7c script.<\/li>\n\n\n\n<li>Nh\u00f3m k\u1ef9 thu\u1eadt c\u00f3 th\u1ec3 c\u00f3 thi\u1ebft l\u1eadp ph\u1ee9c t\u1ea1p ri\u00eang cho c\u1ea5u h\u00ecnh API, th\u1eed nghi\u1ec7m v\u00e0 tri\u1ec3n khai, bao g\u1ed3m b\u1ea3o m\u1eadt, regression v\u00e0 load + canary testing.<\/li>\n<\/ul>\n\n\n\n<p>H\u1ea1n ch\u1ebf:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Thi\u1ebfu ch\u1ee7 \u0111\u1ed9ng gi\u00e1m s\u00e1t hi\u1ec7u su\u1ea5t, quy tr\u00ecnh kh\u00f4ng theo d\u00f5i ho\u1eb7c ghi l\u1ea1i c\u00e1c d\u1ef1 \u0111o\u00e1n v\u00e0 h\u00e0nh \u0111\u1ed9ng c\u1ee7a m\u00f4 h\u00ecnh.<\/li>\n\n\n\n<li>C\u00e1c m\u00f4 h\u00ecnh d\u1ec5 b\u1ecb l\u1ed7i khi tri\u1ec3n khai trong th\u1ebf gi\u1edbi th\u1ef1c khi m\u00f4i tr\u01b0\u1eddng ho\u1eb7c d\u1eef li\u1ec7u thay \u0111\u1ed5i.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>\u0110\u1ec3 gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c n\u00e0y, t\u1ed1t nh\u1ea5t n\u00ean s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p MLOps cho CI\/CD v\u00e0 continuous training (CT). B\u1eb1ng c\u00e1ch tri\u1ec3n khai ML training pipeline, b\u1ea1n c\u00f3 th\u1ec3 k\u00edch ho\u1ea1t CT v\u00e0 thi\u1ebft l\u1eadp h\u1ec7 th\u1ed1ng CI\/CD \u0111\u1ec3 nhanh ch\u00f3ng ki\u1ec3m tra, x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai ML pipeline.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mlops-level-1-t\u1ef1-d\u1ed9ng-hoa-ml-pipeline\"><strong>MLOps level 1 (T\u1ef1 \u0111\u1ed9ng h\u00f3a ML pipeline)<\/strong><\/h3>\n\n\n\n<p>M\u1ee5c ti\u00eau c\u1ee7a MLOps level 1 l\u00e0 th\u1ef1c hi\u1ec7n hu\u1ea5n luy\u1ec7n li\u00ean t\u1ee5c (CT) cho m\u00f4 h\u00ecnh b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a ML pipeline, \u0111\u1ea3m b\u1ea3o cung c\u1ea5p d\u1ecbch v\u1ee5 d\u1ef1 \u0111o\u00e1n m\u00f4 h\u00ecnh li\u00ean t\u1ee5c. Level 1 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p ho\u1ea1t \u0111\u1ed9ng trong m\u00f4i tr\u01b0\u1eddng thay \u0111\u1ed5i li\u00ean t\u1ee5c, v\u00ed d\u1ee5 nh\u01b0 h\u00e0nh vi kh\u00e1ch h\u00e0ng thay \u0111\u1ed5i, t\u1ef7 l\u1ec7 gi\u00e1, \u0111i\u1ec1u ki\u1ec7n th\u1ecb tr\u01b0\u1eddng bi\u1ebfn \u0111\u1ed9ng,&#8230;<\/p>\n\n\n\n<p>\u0110\u1eb7c tr\u01b0ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u00e1c b\u01b0\u1edbc th\u1eed nghi\u1ec7m h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c \u0111i\u1ec1u ph\u1ed1i v\u00e0 th\u1ef1c hi\u1ec7n t\u1ef1 \u0111\u1ed9ng.&nbsp;<\/li>\n\n\n\n<li>N\u1ebfu \u1edf level 0, b\u1ea1n tri\u1ec3n khai m\u1ed9t trained model d\u01b0\u1edbi d\u1ea1ng prediction service v\u00e0o m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t. Th\u00ec \u0111\u1ed1i v\u1edbi level 1, b\u1ea1n tri\u1ec3n khai to\u00e0n b\u1ed9 training pipeline, pipeline n\u00e0y s\u1ebd t\u1ef1 \u0111\u1ed9ng v\u00e0 \u0111\u1ecbnh k\u1ef3 ch\u1ea1y \u0111\u1ec3 ph\u1ee5c v\u1ee5 trained model d\u01b0\u1edbi d\u1ea1ng prediction service.<\/li>\n\n\n\n<li>C\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng hu\u1ea5n luy\u1ec7n l\u1ea1i m\u00f4 h\u00ecnh khi d\u1eef li\u1ec7u m\u1edbi xu\u1ea5t hi\u1ec7n ho\u1eb7c hi\u1ec7u su\u1ea5t gi\u1ea3m.<\/li>\n\n\n\n<li>Pipeline h\u1ecdc m\u00e1y c\u1ea7n c\u00f3 kh\u1ea3 n\u0103ng t\u00e1i s\u1eed d\u1ee5ng, gh\u00e9p n\u1ed1i v\u00e0 c\u00f3 th\u1ec3 chia s\u1ebb gi\u1eefa c\u00e1c ML pipeline.<\/li>\n<\/ul>\n\n\n\n<p>C\u00e1c th\u00e0nh ph\u1ea7n b\u1ed5 sung:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data and Model Validation (X\u00e1c th\u1ef1c d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh): Pipeline y\u00eau c\u1ea7u d\u1eef li\u1ec7u m\u1edbi, tr\u1ef1c ti\u1ebfp t\u1ea1o ra m\u1ed9t phi\u00ean b\u1ea3n trained model tr\u00ean d\u1eef li\u1ec7u \u0111\u00f3. Do \u0111\u00f3, c\u00e1c b\u01b0\u1edbc x\u00e1c th\u1ef1c d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng v\u00e0 x\u00e1c th\u1ef1c m\u00f4 h\u00ecnh l\u00e0 c\u1ea7n thi\u1ebft \u1edf level n\u00e0y.<\/li>\n\n\n\n<li>Feature Store: Kho l\u01b0u tr\u1eef t\u1eadp trung, n\u01a1i chu\u1ea9n h\u00f3a \u0111\u1ecbnh ngh\u0129a, l\u01b0u tr\u1eef v\u00e0 truy c\u1eadp c\u00e1c thu\u1ed9c t\u00ednh \u0111\u1ec3 hu\u1ea5n luy\u1ec7n v\u00e0 ph\u1ee5c v\u1ee5 m\u00f4 h\u00ecnh.<\/li>\n\n\n\n<li>Metadata Management: Th\u00f4ng tin v\u1ec1 m\u1ed7i l\u1ea7n th\u1ef1c thi ML pipeline \u0111\u01b0\u1ee3c ghi l\u1ea1i \u0111\u1ec3 h\u1ed7 tr\u1ee3 data and artifacts lineage, kh\u1ea3 n\u0103ng t\u00e1i t\u1ea1o v\u00e0 so s\u00e1nh. N\u00f3 c\u0169ng gi\u00fap b\u1ea1n g\u1ee1 c\u00e1c l\u1ed7i v\u00e0 b\u1ea5t th\u01b0\u1eddng.<\/li>\n\n\n\n<li>ML Pipeline Trigger (\u0111i\u1ec3m k\u00edch ho\u1ea1t): B\u1ea1n c\u00f3 th\u1ec3 thi\u1ebft l\u1eadp trigger \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c ML production pipeline hu\u1ea5n luy\u1ec7n l\u1ea1i m\u00f4 h\u00ecnh v\u1edbi d\u1eef li\u1ec7u m\u1edbi, t\u00f9y thu\u1ed9c v\u00e0o tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee7a b\u1ea1n:\n<ul class=\"wp-block-list\">\n<li>Theo y\u00eau c\u1ea7u (On-demand)<\/li>\n\n\n\n<li>Theo l\u1ecbch tr\u00ecnh (On a schedule)<\/li>\n\n\n\n<li>Khi c\u00f3 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n m\u1edbi (On availability of new training data)<\/li>\n\n\n\n<li>Khi hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh suy gi\u1ea3m (On model performance degradation)<\/li>\n\n\n\n<li>Khi c\u00f3 nh\u1eefng thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 trong ph\u00e2n ph\u1ed1i d\u1eef li\u1ec7u (evolving data profiles).<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>H\u1ea1n ch\u1ebf:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kh\u00f3 th\u1eed nghi\u1ec7m nhanh c\u00e1c \u00fd t\u01b0\u1edfng ML m\u1edbi.<\/li>\n\n\n\n<li>N\u1ebfu qu\u1ea3n l\u00fd nhi\u1ec1u ML pipelinetrong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t, c\u1ea7n thi\u1ebft l\u1eadp CI\/CD \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng, ki\u1ec3m tra v\u00e0 tri\u1ec3n khai c\u00e1c ML pipeline.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mlops-level-2-t\u1ef1-d\u1ed9ng-hoa-ci-cd-pipeline\"><strong>MLOps level 2 (T\u1ef1 \u0111\u1ed9ng h\u00f3a CI\/CD pipeline)<\/strong><\/h3>\n\n\n\n<p>Level 2 t\u1eadp trung n\u00e2ng cao t\u1ed1c \u0111\u1ed9 tri\u1ec3n khai, \u0111\u1ed9 tin c\u1eady v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng. Level n\u00e0y ph\u00f9 h\u1ee3p&nbsp; v\u1edbi m\u00f4i tr\u01b0\u1eddng ph\u1ea3i c\u1eadp nh\u1eadt m\u00f4 h\u00ecnh nhanh ch\u00f3ng, nh\u01b0 s\u1ea3n ph\u1ea9m quy m\u00f4 l\u1edbn ho\u1eb7c th\u1eddi gian th\u1ef1c.<\/p>\n\n\n\n<p>V\u1edbi h\u1ec7 th\u1ed1ng n\u00e0y, c\u00e1c data scientist nhanh ch\u00f3ng kh\u00e1m ph\u00e1 nh\u1eefng \u00fd t\u01b0\u1edfng m\u1edbi xoay quanh k\u1ef9 thu\u1eadt \u0111\u1eb7c tr\u01b0ng, ki\u1ebfn tr\u00fac m\u00f4 h\u00ecnh v\u00e0 hyperparameters.<\/p>\n\n\n\n<p>\u0110\u1eb7c tr\u01b0ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CI\/CD pipeline m\u1ea1nh m\u1ebd t\u1ef1 \u0111\u1ed9ng h\u00f3a to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi: t\u1eeb ph\u00e1t tri\u1ec3n, test \u0111\u1ebfn tri\u1ec3n khai.<\/li>\n\n\n\n<li>H\u1ed7 tr\u1ee3 tri\u1ec3n khai v\u00e0 hu\u1ea5n luy\u1ec7n l\u1ea1i m\u00f4 h\u00ecnh h\u00e0ng ng\u00e0y, th\u1eadm ch\u00ed h\u00e0ng gi\u1edd, c\u1eadp nh\u1eadt ch\u00fang trong v\u00e0i ph\u00fat v\u00e0 tri\u1ec3n khai l\u1ea1i tr\u00ean h\u00e0ng ngh\u00ecn m\u00e1y ch\u1ee7 c\u00f9ng l\u00fac.<\/li>\n\n\n\n<li>Ph\u00e2n ph\u1ed1i m\u00f4 h\u00ecnh d\u01b0\u1edbi d\u1ea1ng service tr\u00ean quy m\u00f4 l\u1edbn.<\/li>\n<\/ul>\n\n\n\n<p>C\u00e1c b\u01b0\u1edbc:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ph\u00e1t tri\u1ec3n v\u00e0 th\u1eed nghi\u1ec7m: B\u1ea1n l\u1eb7p \u0111i l\u1eb7p l\u1ea1i th\u1eed nghi\u1ec7m c\u00e1c thu\u1eadt to\u00e1n ML v\u00e0 m\u00f4 h\u00ecnh m\u1edbi, n\u01a1i c\u00e1c b\u01b0\u1edbc th\u1eed nghi\u1ec7m \u0111\u01b0\u1ee3c \u0111i\u1ec1u ph\u1ed1i. Output l\u00e0 m\u00e3 ngu\u1ed3n c\u1ee7a c\u00e1c b\u01b0\u1edbc ML pipeline step, sau \u0111\u00f3 \u0111\u01b0\u1ee3c \u0111\u1ea9y v\u00e0o kho l\u01b0u tr\u1eef m\u00e3 ngu\u1ed3n.<\/li>\n\n\n\n<li>T\u00edch h\u1ee3p pipeline li\u00ean t\u1ee5c: B\u1ea1n x\u00e2y d\u1ef1ng m\u00e3 ngu\u1ed3n v\u00e0 ch\u1ea1y nhi\u1ec1u b\u00e0i ki\u1ec3m tra kh\u00e1c nhau. Output l\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n pipeline (packages, executables, artifacts) \u0111\u1ec3 \u0111\u01b0\u1ee3c tri\u1ec3n khai \u1edf giai \u0111o\u1ea1n sau.<\/li>\n\n\n\n<li>Ph\u00e2n ph\u1ed1i pipeline li\u00ean t\u1ee5c: B\u1ea1n tri\u1ec3n khai c\u00e1c artifact \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi giai \u0111o\u1ea1n CI v\u00e0o m\u00f4i tr\u01b0\u1eddng m\u1ee5c ti\u00eau. Output l\u00e0 m\u1ed9t pipeline \u0111\u00e3 \u0111\u01b0\u1ee3c tri\u1ec3n khai v\u1edbi vi\u1ec7c tri\u1ec3n khai m\u00f4 h\u00ecnh m\u1edbi.<\/li>\n\n\n\n<li>Trigger t\u1ef1 \u0111\u1ed9ng: Pipeline \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng th\u1ef1c thi trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t d\u1ef1a tr\u00ean l\u1ecbch tr\u00ecnh ho\u1eb7c ph\u1ea3n \u1ee9ng v\u1edbi m\u1ed9t trigger. Output l\u00e0 m\u1ed9t trained model \u0111\u01b0\u1ee3c \u0111\u1ea9y v\u00e0o model registry.<\/li>\n\n\n\n<li>Ph\u00e2n ph\u1ed1i m\u00f4 h\u00ecnh li\u00ean t\u1ee5c: B\u1ea1n ph\u1ee5c v\u1ee5 trained model d\u01b0\u1edbi d\u1ea1ng prediction service cho c\u00e1c d\u1ef1 \u0111o\u00e1n. Output l\u00e0 m\u1ed9t prediction service m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c tri\u1ec3n khai.<\/li>\n\n\n\n<li>Gi\u00e1m s\u00e1t: B\u1ea1n thu th\u1eadp s\u1ed1 li\u1ec7u th\u1ed1ng k\u00ea v\u1ec1 hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp. Output l\u00e0 m\u1ed9t trigger \u0111\u1ec3 th\u1ef1c thi pipeline ho\u1eb7c \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t chu tr\u00ecnh th\u1eed nghi\u1ec7m m\u1edbi.<\/li>\n<\/ul>\n\n\n\n<p>C\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ki\u1ec3m so\u00e1t m\u00e3 ngu\u1ed3n (Source control)<\/li>\n\n\n\n<li>D\u1ecbch v\u1ee5 ki\u1ec3m th\u1eed v\u00e0 x\u00e2y d\u1ef1ng (Test and build services)<\/li>\n\n\n\n<li>D\u1ecbch v\u1ee5 tri\u1ec3n khai (Deployment services)<\/li>\n\n\n\n<li>Kho \u0111\u0103ng k\u00fd m\u00f4 h\u00ecnh (Model registry)<\/li>\n\n\n\n<li>Kho thu\u1ed9c t\u00ednh (Feature store)<\/li>\n\n\n\n<li>Kho si\u00eau d\u1eef li\u1ec7u ML (ML metadata store)<\/li>\n\n\n\n<li>B\u1ed9 \u0111i\u1ec1u ph\u1ed1i ML pipeline (ML pipeline orchestrator).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mlops-level-3-mlops-nang-cao\"><strong>MLOps level 3 (MLOps n\u00e2ng cao)<\/strong><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 c\u1ea5p \u0111\u1ed9 cao nh\u1ea5t, t\u00edch h\u1ee3p c\u00e1c t\u00ednh n\u0103ng nh\u01b0 gi\u00e1m s\u00e1t li\u00ean t\u1ee5c, \u0111\u00e0o t\u1ea1o l\u1ea1i m\u00f4 h\u00ecnh, t\u1ef1 ph\u1ee5c h\u1ed3i v\u00e0 qu\u1ea3n tr\u1ecb to\u00e0n di\u1ec7n. H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng theo d\u00f5i t\u00ecnh tr\u1ea1ng hao m\u00f2n, t\u1ef1 s\u1eeda ch\u1eefa v\u00e0 th\u1eadm ch\u00ed c\u1eadp nh\u1eadt ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a ho\u00e0n to\u00e0n, gi\u1ed1ng nh\u01b0 m\u1ed9t m\u00f4i tr\u01b0\u1eddng MLOps ho\u00e0n ch\u1ec9nh. Ph\u00f9 h\u1ee3p cho c\u00e1c t\u1ed5 ch\u1ee9c l\u1edbn, h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p v\u00e0 y\u00eau c\u1ea7u kh\u1eaft khe v\u1ec1 ki\u1ec3m so\u00e1t, b\u1ea3o m\u1eadt v\u00e0 audit.<\/p>\n\n\n\n<p>\u0110\u1eb7c tr\u01b0ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>T\u1ef1 \u0111\u1ed9ng h\u00f3a to\u00e0n di\u1ec7n: To\u00e0n b\u1ed9 lu\u1ed3ng c\u00f4ng vi\u1ec7c ML (t\u1eeb d\u1eef li\u1ec7u \u0111\u1ebfn tri\u1ec3n khai) \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a ho\u00e0n to\u00e0n.<\/li>\n\n\n\n<li>CI\/CD\/CT t\u00edch h\u1ee3p s\u00e2u: T\u1ef1 \u0111\u1ed9ng t\u00edch h\u1ee3p, tri\u1ec3n khai v\u00e0 hu\u1ea5n luy\u1ec7n li\u00ean t\u1ee5c, c\u1eadp nh\u1eadt m\u00f4 h\u00ecnh nhanh ch\u00f3ng.<\/li>\n\n\n\n<li>Qu\u1ea3n l\u00fd m\u00f4 h\u00ecnh t\u1eadp trung: H\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n m\u00f4 h\u00ecnh to\u00e0n di\u1ec7n, \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng t\u00e1i t\u1ea1o.<\/li>\n\n\n\n<li>Gi\u00e1m s\u00e1t v\u00e0 c\u1ea3nh b\u00e1o th\u00f4ng minh: T\u1ef1 \u0111\u1ed9ng gi\u00e1m s\u00e1t hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh, ph\u00e1t hi\u1ec7n \u0111\u1ed9 l\u1ec7ch d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra c\u1ea3nh b\u00e1o.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cac-nhom-ki\u1ebfn-th\u1ee9c-va-k\u1ef9-nang-c\u1ea7n-co-c\u1ee7a-k\u1ef9-s\u01b0-mlops\"><span class=\"ez-toc-section\" id=\"Cac_nhom_kien_thuc_va_ky_nang_can_co_cua_ky_su_MLOps\"><\/span><strong>C\u00e1c nh\u00f3m ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng c\u1ea7n c\u00f3 c\u1ee7a k\u1ef9 s\u01b0 MLOps&nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-k\u1ef9-nang-l\u1eadp-trinh-c\u01a1-b\u1ea3n-va-t\u01b0-duy-thu\u1eadt-toan\"><strong>K\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh c\u01a1 b\u1ea3n v\u00e0 t\u01b0 duy thu\u1eadt to\u00e1n<\/strong><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 k\u1ef9 n\u0103ng c\u1ed1t l\u00f5i trong vi\u1ec7c ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y hi\u1ec7u qu\u1ea3. B\u1ea1n c\u1ea7n th\u00e0nh th\u1ea1o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u00e0 thu\u1eadt to\u00e1n<\/li>\n\n\n\n<li>Ki\u1ebfn th\u1ee9c to\u00e1n h\u1ecdc n\u1ec1n t\u1ea3ng nh\u01b0 th\u1ed1ng k\u00ea, \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh gi\u00fap c\u1ee7ng c\u1ed1 nhi\u1ec1u k\u1ef9 thu\u1eadt ML, cho ph\u00e9p c\u00e1c chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 di\u1ec5n gi\u1ea3i k\u1ebft qu\u1ea3 m\u00f4 h\u00ecnh m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c.<\/li>\n\n\n\n<li>Ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh ph\u1ed5 bi\u1ebfn nh\u01b0 Python, Go, Bash<\/li>\n\n\n\n<li>Th\u01b0 vi\u1ec7n v\u00e0 framework \u0111\u1ec3 tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y v\u00e0 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh: <a href=\"https:\/\/itviec.com\/blog\/tensorflow-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">TensorFlow<\/a>, PyTorch, scikit-learn<\/li>\n\n\n\n<li>C\u00e1c kh\u00e1i ni\u1ec7m v\u1ec1 quy tr\u00ecnh nh\u01b0: data preprocessing (ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u), feature engineering (tr\u00edch xu\u1ea5t \u0111\u1eb7c tr\u01b0ng), model evaluation (\u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh), v\u00e0 hyperparameter tuning (tinh ch\u1ec9nh si\u00eau tham s\u1ed1)<\/li>\n<\/ul>\n\n\n\n<p>T\u00e0i li\u1ec7u tham kh\u1ea3o v\u1ec1 Python:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/itviec.com\/blog\/python-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Python l\u00e0 g\u00ec: T\u1ed5ng quan \u0111\u1ecbnh ngh\u0129a, C\u00fa ph\u00e1p v\u00e0 Th\u01b0 vi\u1ec7n Python<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/code-python-co-ban\/\" target=\"_blank\" rel=\"noreferrer noopener\">Code Python c\u01a1 b\u1ea3n: H\u01b0\u1edbng d\u1eabn chi ti\u1ebft c\u00e1c l\u1ec7nh Python c\u01a1 b\u1ea3n<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/cac-lenh-trong-python\/\" target=\"_blank\" rel=\"noreferrer noopener\">C\u00e1c l\u1ec7nh trong Python gi\u00fap ph\u00e2n bi\u1ec7t Fresher v\u00e0 Senior Developer<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/tai-lieu-hoc-python-online\/\" target=\"_blank\" rel=\"noreferrer noopener\">H\u1ecdc Python online d\u1ec5 d\u00e0ng v\u1edbi 15+ ngu\u1ed3n t\u00e0i li\u1ec7u v\u00e0 th\u1ef1c h\u00e0nh<\/a><\/li>\n<\/ul>\n\n\n\n<p>T\u00e0i li\u1ec7u tham kh\u1ea3o v\u1ec1 Go:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/itviec.com\/blog\/hoc-golang\/\" target=\"_blank\" rel=\"noreferrer noopener\">H\u1ecdc Golang \u0111\u1ea7y \u0111\u1ee7 ch\u1ec9 v\u1edbi 9 b\u01b0\u1edbc<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/golang-co-ban\/\" target=\"_blank\" rel=\"noreferrer noopener\">10+ kh\u00e1i ni\u1ec7m v\u00e0 c\u00fa ph\u00e1p Golang c\u01a1 b\u1ea3n<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/golang-backend-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Golang Backend: C\u00e1c b\u01b0\u1edbc ph\u00e1t tri\u1ec3n backend v\u1edbi Golang c\u01a1 b\u1ea3n<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-h\u1ec7-th\u1ed1ng-ki\u1ec3m-soat-phien-b\u1ea3n\"><strong>H\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t phi\u00ean b\u1ea3n<\/strong><\/h3>\n\n\n\n<p>Cho ph\u00e9p theo d\u00f5i, so s\u00e1nh v\u00e0 qu\u1ea3n l\u00fd thay \u0111\u1ed5i m\u00e3 qua th\u1eddi gian, h\u1ed7 tr\u1ee3 l\u00e0m vi\u1ec7c nh\u00f3m hi\u1ec7u qu\u1ea3 v\u00e0 t\u00e1i t\u1ea1o th\u00ed nghi\u1ec7m. K\u1ef9 n\u0103ng li\u00ean quan:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>S\u1eed d\u1ee5ng Git c\u01a1 b\u1ea3n v\u00e0 n\u00e2ng cao<\/li>\n\n\n\n<li>Branching, merge, conflict resolution<\/li>\n\n\n\n<li>K\u1ebft n\u1ed1i v\u1edbi CI\/CD pipeline v\u00e0 qu\u1ea3n l\u00fd l\u1ecbch s\u1eed m\u00f4 h\u00ecnh<\/li>\n<\/ul>\n\n\n\n<p>T\u00e0i li\u1ec7u tham kh\u1ea3o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/itviec.com\/blog\/tong-quan-git-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Git l\u00e0 g\u00ec: \u0110\u1ecbnh ngh\u0129a, Thu\u1eadt ng\u1eef c\u01a1 b\u1ea3n v\u00e0 C\u00e1ch c\u00e0i \u0111\u1eb7t<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/git-vs-github\/\" target=\"_blank\" rel=\"noreferrer noopener\">Git vs GitHub: C\u00e1c \u0111i\u1ec3m kh\u00e1c nhau v\u00e0 C\u00e1ch k\u1ebft h\u1ee3p<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/cac-lenh-git-co-ban\/\" target=\"_blank\" rel=\"noreferrer noopener\">T\u1ed5ng h\u1ee3p 20+ c\u00e1c l\u1ec7nh Git c\u01a1 b\u1ea3n c\u1ea7n bi\u1ebft<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/ky-thuat-git-nang-cao\/\" target=\"_blank\" rel=\"noreferrer noopener\">Top 10+ k\u1ef9 thu\u1eadt Git n\u00e2ng cao<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/lo-trinh-hoc-git\/\" target=\"_blank\" rel=\"noreferrer noopener\">L\u1ed9 tr\u00ecnh h\u1ecdc Git chi ti\u1ebft t\u1eeb C\u01a1 b\u1ea3n \u0111\u1ebfn N\u00e2ng cao<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-hi\u1ec3u-bi\u1ebft-v\u1ec1-di\u1ec7n-toan-dam-may\"><strong>Hi\u1ec3u bi\u1ebft v\u1ec1 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/strong><\/h3>\n\n\n\n<p>\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud Computing) l\u00e0 vi\u1ec7c cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 \u0111i\u1ec7n to\u00e1n qua internet thay v\u00ec s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 c\u1ee5c b\u1ed9 ho\u1eb7c thi\u1ebft b\u1ecb c\u00e1 nh\u00e2n. \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y cho ph\u00e9p \u0111\u1ed5i m\u1edbi nhanh h\u01a1n, t\u00e0i nguy\u00ean linh ho\u1ea1t v\u00e0 quy m\u00f4 kinh t\u1ebf. B\u1ea1n c\u1ea7n n\u1eafm v\u1eefng c\u00e1ch th\u1ee9c v\u1eadn h\u00e0nh v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh ML tr\u00ean h\u1ea1 t\u1ea7ng cloud. B\u1eaft \u0111\u1ea7u t\u1eeb vi\u1ec7c t\u00ecm hi\u1ec3u c\u00e1c ki\u1ebfn th\u1ee9c v\u1ec1 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D\u1ecbch v\u1ee5: Compute, storage, database, networking, AI\/ML<\/li>\n\n\n\n<li>M\u00f4 h\u00ecnh: public, private, hybrid&nbsp;<\/li>\n\n\n\n<li>C\u00e1c h\u00ecnh th\u1ee9c: IaaS, PaaS, SaaS<\/li>\n\n\n\n<li>C\u00e1c nh\u00e0 cung c\u1ea5p: AWS, Azure, GCP<\/li>\n<\/ul>\n\n\n\n<p>T\u00e0i li\u1ec7u tham kh\u1ea3o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/itviec.com\/blog\/dien-toan-dam-may\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y l\u00e0 g\u00ec? Kh\u00e1i ni\u1ec7m, ph\u00e2n lo\u1ea1i v\u00e0 \u1ee9ng d\u1ee5ng<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/uu-diem-cua-dien-toan-dam-may\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u01afu \u0111i\u1ec3m c\u1ee7a \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u1edbi doanh nghi\u1ec7p v\u00e0 IT Developer<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/dich-vu-dien-toan-dam-may\/\" target=\"_blank\" rel=\"noreferrer noopener\">D\u1ecbch v\u1ee5 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y: So s\u00e1nh c\u00e1c nh\u00e0 cung c\u1ea5p h\u00e0ng \u0111\u1ea7u<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/tai-lieu-dien-toan-dam-may\/\" target=\"_blank\" rel=\"noreferrer noopener\">20+ t\u00e0i li\u1ec7u \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y h\u1eefu \u00edch nh\u1ea5t cho chuy\u00ean gia IT<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-k\u1ef9-nang-container-hoa\"><strong>K\u1ef9 n\u0103ng Container h\u00f3a<\/strong><\/h3>\n\n\n\n<p>Container l\u00e0 m\u1ed9t c\u1ea5u tr\u00fac trong \u0111\u00f3 <code>cgroups<\/code>, <code>namespaces<\/code> v\u00e0 <code>chroot<\/code> \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00f3ng g\u00f3i v\u00e0 c\u00f4 l\u1eadp ho\u00e0n to\u00e0n m\u1ed9t ti\u1ebfn tr\u00ecnh. Ti\u1ebfn tr\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00f3ng g\u00f3i n\u00e0y g\u1ecdi l\u00e0 image, chia s\u1ebb kernel c\u1ee7a m\u00e1y ch\u1ee7 v\u1edbi c\u00e1c container kh\u00e1c, khi\u1ebfn container nh\u1ecf h\u01a1n v\u00e0 nhanh h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi m\u00e1y \u1ea3o. Container gi\u00fap \u0111\u00f3ng g\u00f3i v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh ML m\u1ed9t c\u00e1ch linh ho\u1ea1t, \u1ed5n \u0111\u1ecbnh v\u00e0 nh\u1ea5t qu\u00e1n. M\u1ed9t s\u1ed1 nh\u00f3m ki\u1ebfn th\u1ee9c v\u1ec1 \u1ea3o h\u00f3a c\u1ea7n n\u1eafm:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ki\u1ebfn th\u1ee9c v\u1ec1 Docker: Image, container, volume, network<\/li>\n\n\n\n<li>Hi\u1ec3u c\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a cgroups, namespaces, chroot<\/li>\n\n\n\n<li>T\u1ed1i \u01b0u h\u00f3a container \u0111\u1ec3 ph\u1ee5c v\u1ee5 m\u00f4 h\u00ecnh nhanh v\u00e0 hi\u1ec7u qu\u1ea3<\/li>\n<\/ul>\n\n\n\n<p>T\u00e0i li\u1ec7u tham kh\u1ea3o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/itviec.com\/blog\/docker-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Docker l\u00e0 g\u00ec? H\u00e3y \u0111\u1ec3 Senior DevOps Engineer tr\u1ea3 l\u1eddi cho b\u1ea1n!<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/itviec.com\/blog\/docker-container\/\" target=\"_blank\" rel=\"noreferrer noopener\">Docker Container l\u00e0 g\u00ec? C\u00e1ch s\u1eed d\u1ee5ng Docker Container hi\u1ec7u qu\u1ea3<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/thenewstack.io\/category\/containers\/\">Articles about Containers &#8211; The New Stack<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/playlist?list=PLawsLZMfND4nz-WDBZIj8-nbzGFD4S9oz\">What are Containers?<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/app.daily.dev\/tags\/containers?ref=roadmapsh\">Explore top posts about Containers<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ki\u1ebfn-th\u1ee9c-c\u01a1-b\u1ea3n-v\u1ec1-h\u1ecdc-may\"><strong>Ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 h\u1ecdc m\u00e1y<\/strong><\/h3>\n\n\n\n<p>MLOps kh\u00f4ng th\u1ec3 t\u00e1ch r\u1eddi kh\u1ecfi Machine Learning, v\u00ec to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh ph\u1ee5 thu\u1ed9c v\u00e0o vi\u1ec7c hi\u1ec3u v\u00e0 qu\u1ea3n l\u00fd m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. Do \u0111\u00f3, ng\u01b0\u1eddi l\u00e0m MLOps c\u1ea7n c\u00f3 n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc v\u1ec1 ML, kh\u00f4ng nh\u1ea5t thi\u1ebft \u0111\u1ec3 tr\u1ef1c ti\u1ebfp x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh, nh\u01b0ng \u0111\u1ee7 \u0111\u1ec3 hi\u1ec3u c\u00e1ch m\u00f4 h\u00ecnh v\u1eadn h\u00e0nh, \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t, ph\u00e1t hi\u1ec7n l\u1ed7i, v\u00e0 ph\u1ed1i h\u1ee3p hi\u1ec7u qu\u1ea3 v\u1edbi nh\u00f3m Data Scientist.<\/p>\n\n\n\n<p>M\u1ed9t s\u1ed1 k\u1ef9 n\u0103ng Machine Learning quan tr\u1ecdng trong MLOps g\u1ed3m: c\u00e1c kh\u00e1i ni\u1ec7m v\u00e0 k\u1ef9 thu\u1eadt ch\u00ednh cho ph\u00e9p h\u1ec7 th\u1ed1ng h\u1ecdc t\u1eeb d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ho\u1eb7c quy\u1ebft \u0111\u1ecbnh m\u00e0, c\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh m\u1eabu trong d\u1eef li\u1ec7u v\u00e0 c\u1ea3i thi\u1ec7n theo th\u1eddi gian, quy tr\u00ecnh ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u, l\u1ef1a ch\u1ecdn \u0111\u1eb7c tr\u01b0ng, hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh, s\u1ed1 li\u1ec7u \u0111\u00e1nh gi\u00e1,&#8230;<\/p>\n\n\n\n<p>T\u00e0i li\u1ec7u tham kh\u1ea3o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/learn.microsoft.com\/en-us\/training\/modules\/fundamentals-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">Fundamentals of Machine Learning &#8211; Microsoft<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/mlcourse.ai\" target=\"_blank\" rel=\"noreferrer noopener\">MLCourse.ai<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/fast.ai\" target=\"_blank\" rel=\"noreferrer noopener\">Fast.ai<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ki\u1ebfn-th\u1ee9c-c\u01a1-b\u1ea3n-v\u1ec1-k\u1ef9-thu\u1eadt-d\u1eef-li\u1ec7u\"><strong>Ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u<\/strong><\/h3>\n\n\n\n<p>Kh\u00f4ng c\u00f3 d\u1eef li\u1ec7u t\u1ed1t th\u00ec kh\u00f4ng th\u1ec3 c\u00f3 m\u00f4 h\u00ecnh t\u1ed1t. V\u1edbi vai tr\u00f2 l\u00e0 ng\u01b0\u1eddi \u201c\u0111\u01b0a m\u00f4 h\u00ecnh v\u00e0o s\u1ea3n xu\u1ea5t\u201d, ng\u01b0\u1eddi l\u00e0m MLOps c\u1ea7n n\u1eafm v\u1eefng c\u00e1c k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u (Data Engineering) \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n l\u00fd pipeline d\u1eef li\u1ec7u \u1ed5n \u0111\u1ecbnh, b\u1ea3o tr\u00ec d\u1ec5 d\u00e0ng v\u00e0 \u0111\u1ee7 linh ho\u1ea1t \u0111\u1ec3 m\u1edf r\u1ed9ng, cho ph\u00e9p data scientist chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u00e0nh nh\u1eefng th\u00f4ng tin h\u1eefu \u00edch. Vi\u1ec7c thu th\u1eadp, l\u01b0u tr\u1eef, x\u1eed l\u00fd, chuy\u1ec3n \u0111\u1ed5i v\u00e0 ph\u1ee5c v\u1ee5 d\u1eef li\u1ec7u c\u1ea7n ph\u1ea3i \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 gi\u00e1m s\u00e1t li\u00ean t\u1ee5c.<\/p>\n\n\n\n<p>C\u00e1c k\u1ef9 n\u0103ng quan tr\u1ecdng g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Thi\u1ebft k\u1ebf v\u00e0 t\u1ed1i \u01b0u pipeline x\u1eed l\u00fd d\u1eef li\u1ec7u (ETL\/ELT)<\/li>\n\n\n\n<li>T\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n (API, DB, files&#8230;)<\/li>\n\n\n\n<li>X\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn v\u1edbi c\u00f4ng c\u1ee5 nh\u01b0 Hadoop, Spark, Kafka<\/li>\n\n\n\n<li>S\u1eed d\u1ee5ng ng\u00f4n ng\u1eef nh\u01b0 SQL v\u00e0 Python \u0111\u1ec3 thao t\u00e1c d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3<\/li>\n<\/ul>\n\n\n\n<p>T\u00e0i li\u1ec7u tham kh\u1ea3o:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.redpanda.com\/guides\/fundamentals-of-data-engineering\" target=\"_blank\" rel=\"noreferrer noopener\">Data Engineering 101&nbsp;<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=mPSzL8Lurs0\" target=\"_blank\" rel=\"noreferrer noopener\">Fundamentals of Data Engineering<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cac-nguyen-t\u1eafc-mlops\"><strong>C\u00e1c nguy\u00ean t\u1eafc MLOps<\/strong><\/h3>\n\n\n\n<p>Ng\u01b0\u1eddi l\u00e0m MLOps kh\u00f4ng ch\u1ec9 c\u1ea7n bi\u1ebft l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t m\u00f4 h\u00ecnh, m\u00e0 quan tr\u1ecdng h\u01a1n l\u00e0 ph\u1ea3i bi\u1ebft l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 tri\u1ec3n khai \u0111\u00fang c\u00e1ch, c\u00f3 th\u1ec3 l\u1eb7p l\u1ea1i v\u00e0 ki\u1ec3m so\u00e1t \u0111\u01b0\u1ee3c. C\u00e1c nguy\u00ean t\u1eafc MLOps gi\u00fap \u0111\u1ecbnh h\u00ecnh m\u1ed9t quy tr\u00ecnh khoa h\u1ecdc, \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng trong th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<p>Nh\u1eefng nguy\u00ean t\u1eafc n\u00e0y bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>H\u1ee3p t\u00e1c: Th\u00fac \u0111\u1ea9y s\u1ef1 h\u1ee3p t\u00e1c gi\u1eefa c\u00e1c data scientist, developers v\u00e0 nh\u00f3m v\u1eadn h\u00e0nh \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o s\u1ef1 th\u1ed1ng nh\u1ea5t v\u1ec1 m\u1ee5c ti\u00eau m\u00f4 h\u00ecnh, hi\u1ec7u su\u1ea5t v\u00e0 qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi.<\/li>\n\n\n\n<li>T\u1ef1 \u0111\u1ed9ng h\u00f3a: T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh, th\u1eed nghi\u1ec7m, tri\u1ec3n khai v\u00e0 gi\u00e1m s\u00e1t nh\u1eb1m n\u00e2ng cao hi\u1ec7u qu\u1ea3, gi\u1ea3m l\u1ed7i v\u00e0 t\u0103ng t\u1ed1c v\u00f2ng \u0111\u1eddi ph\u00e1t tri\u1ec3n.<\/li>\n\n\n\n<li>Version Control: Tri\u1ec3n khai ki\u1ec3m so\u00e1t phi\u00ean b\u1ea3n cho c\u1ea3 m\u00e3 v\u00e0 d\u1eef li\u1ec7u \u0111\u1ec3 theo d\u00f5i thay \u0111\u1ed5i, t\u00e1i t\u1ea1o c\u00e1c th\u1eed nghi\u1ec7m v\u00e0 duy tr\u00ec ngu\u1ed3n g\u1ed1c m\u00f4 h\u00ecnh.<\/li>\n\n\n\n<li>T\u00edch h\u1ee3p v\u00e0 tri\u1ec3n khai li\u00ean t\u1ee5c (CI\/CD) : Thi\u1ebft l\u1eadp quy tr\u00ecnh CI\/CD ph\u00f9 h\u1ee3p v\u1edbi h\u1ecdc m\u00e1y \u0111\u1ec3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n l\u1eb7p l\u1ea1i v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh nhanh ch\u00f3ng.<\/li>\n\n\n\n<li>Gi\u00e1m s\u00e1t v\u00e0 qu\u1ea3n l\u00fd: Li\u00ean t\u1ee5c gi\u00e1m s\u00e1t hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh v\u00e0 drift data trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c m\u00f4 h\u00ecnh v\u1eabn hi\u1ec7u qu\u1ea3 v\u00e0 tu\u00e2n th\u1ee7 y\u00eau c\u1ea7u.<\/li>\n\n\n\n<li>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng: Thi\u1ebft k\u1ebf c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng \u0111\u1ec3 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c kh\u00e1c nhau v\u00e0 th\u00edch \u1ee9ng v\u1edbi nh\u1eefng thay \u0111\u1ed5i v\u1ec1 kh\u1ed1i l\u01b0\u1ee3ng v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a d\u1eef li\u1ec7u.<\/li>\n\n\n\n<li>Kh\u1ea3 n\u0103ng t\u00e1i t\u1ea1o: \u0110\u1ea3m b\u1ea3o c\u00e1c th\u00ed nghi\u1ec7m c\u00f3 th\u1ec3 t\u00e1i t\u1ea1o m\u1ed9t c\u00e1ch \u0111\u00e1ng tin c\u1eady b\u1eb1ng c\u00e1ch chu\u1ea9n h\u00f3a m\u00f4i tr\u01b0\u1eddng v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c, gi\u00fap vi\u1ec7c x\u00e1c th\u1ef1c v\u00e0 l\u1eb7p l\u1ea1i tr\u00ean c\u00e1c m\u00f4 h\u00ecnh d\u1ec5 d\u00e0ng h\u01a1n.<\/li>\n<\/ul>\n\n\n\n<p>N\u1eafm v\u1eefng c\u00e1c nguy\u00ean t\u1eafc n\u00e0y l\u00e0 \u0111i\u1ec1u ki\u1ec7n ti\u00ean quy\u1ebft \u0111\u1ec3 m\u1ed9t h\u1ec7 th\u1ed1ng ML v\u1eadn h\u00e0nh tr\u01a1n tru, minh b\u1ea1ch v\u00e0 s\u1eb5n s\u00e0ng m\u1edf r\u1ed9ng.<\/p>\n\n\n\n<p>T\u00e0i li\u1ec7u v\u00e0 kh\u00f3a h\u1ecdc tham kh\u1ea3o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/ml-ops.org\/content\/mlops-principles\" target=\"_blank\" rel=\"noreferrer noopener\">MLOps Principles<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/datacamp.pxf.io\/09G9NO\" target=\"_blank\" rel=\"noreferrer noopener\">DataCamp &#8211; MLOps Fundamentals<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-thanh-ph\u1ea7n-mlops\"><strong>Th\u00e0nh ph\u1ea7n MLOps<\/strong><\/h3>\n\n\n\n<p>Hi\u1ec3u \u0111\u01b0\u1ee3c t\u1eebng th\u00e0nh ph\u1ea7n gi\u00fap ng\u01b0\u1eddi l\u00e0m MLOps x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c \u0111i\u1ec3m m\u1ea1nh, \u0111i\u1ec3m y\u1ebfu v\u00e0 nhu c\u1ea7u c\u1ea3i ti\u1ebfn trong h\u1ec7 th\u1ed1ng c\u1ee7a m\u00ecnh.<\/p>\n\n\n\n<p>Ba nh\u00f3m th\u00e0nh ph\u1ea7n ch\u00ednh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Development (Ph\u00e1t tri\u1ec3n): Bao g\u1ed3m m\u1ecdi th\u1ee9 li\u00ean quan \u0111\u1ebfn vi\u1ec7c t\u1ea1o ML model, ch\u1eb3ng h\u1ea1n nh\u01b0 data extraction, data analysis, feature engineering, v\u00e0 ML model training.<\/li>\n\n\n\n<li>Operations (V\u1eadn h\u00e0nh): Bao g\u1ed3m c\u00e1c th\u00e0nh ph\u1ea7n li\u00ean quan \u0111\u1ebfn vi\u1ec7c tri\u1ec3n khai, gi\u00e1m s\u00e1t v\u00e0 duy tr\u00ec c\u00e1c ML model trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 bao g\u1ed3m qu\u1ea3n l\u00fd ph\u00e1t h\u00e0nh, cung c\u1ea5p m\u00f4 h\u00ecnh v\u00e0 gi\u00e1m s\u00e1t hi\u1ec7u su\u1ea5t.<\/li>\n\n\n\n<li>Governance (Qu\u1ea3n tr\u1ecb): Bao g\u1ed3m c\u00e1c ch\u00ednh s\u00e1ch v\u00e0 quy \u0111\u1ecbnh li\u00ean quan \u0111\u1ebfn ML model. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m ki\u1ec3m tra v\u00e0 theo d\u00f5i m\u00f4 h\u00ecnh, kh\u1ea3 n\u0103ng gi\u1ea3i th\u00edch m\u00f4 h\u00ecnh v\u00e0 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 b\u1ea3o m\u1eadt &amp; tu\u00e2n th\u1ee7.<\/li>\n<\/ul>\n\n\n\n<p>T\u00e0i li\u1ec7u v\u00e0 kh\u00f3a h\u1ecdc tham kh\u1ea3o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/mlops.tv\/p\/understanding-ml-pipelines-through\" target=\"_blank\" rel=\"noreferrer noopener\">MLOps Workflow, Components, and Key Practices<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.moontechnolabs.com\/blog\/mlops-lifecycle\/\" target=\"_blank\" rel=\"noreferrer noopener\">MLOps Lifecycle<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/datacamp.pxf.io\/09G9NO\" target=\"_blank\" rel=\"noreferrer noopener\">DataCamp &#8211; MLOps Fundamentals<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-infrastructure-as-code\"><strong>Infrastructure as Code<\/strong><\/h3>\n\n\n\n<p>Infrastructure as Code (IaC) l\u00e0 ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn hi\u1ec7n \u0111\u1ea1i \u0111\u1ec3 qu\u1ea3n l\u00fd v\u00e0 cung c\u1ea5p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng IT th\u00f4ng qua c\u00e1c t\u1ec7p c\u1ea5u h\u00ecnh machine-readable, thay v\u00ec c\u00e1c quy tr\u00ecnh th\u1ee7 c\u00f4ng. V\u1edbi ng\u01b0\u1eddi l\u00e0m MLOps, Infrastructure as Code (IaC) cho ph\u00e9p qu\u1ea3n l\u00fd to\u00e0n b\u1ed9 t\u00e0i nguy\u00ean h\u1ea1 t\u1ea7ng nh\u01b0 server, storage, networking\u2026 b\u1eb1ng m\u00e3, c\u00f3 th\u1ec3 ki\u1ec3m th\u1eed, t\u00e1i s\u1eed d\u1ee5ng v\u00e0 tri\u1ec3n khai \u0111\u1ed3ng nh\u1ea5t qua nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng.<\/p>\n\n\n\n<p>C\u00e1c c\u00f4ng c\u1ee5 IaC nh\u01b0 Terraform v\u00e0 AWS CloudFormation l\u00e0 nh\u1eefng c\u00f4ng c\u1ee5 quen thu\u1ed9c trong b\u1ed9 k\u1ef9 n\u0103ng c\u1ee7a ng\u01b0\u1eddi l\u00e0m MLOps chuy\u00ean nghi\u1ec7p.<\/p>\n\n\n\n<p>T\u00e0i li\u1ec7u v\u00e0 kh\u00f3a h\u1ecdc tham kh\u1ea3o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/roadmap.sh\/terraform\" target=\"_blank\" rel=\"noreferrer noopener\">Visit Dedicated Terraform Roadmap<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.redhat.com\/en\/topics\/automation\/what-is-infrastructure-as-code-iac\" target=\"_blank\" rel=\"noreferrer noopener\">What is Infrastructure as Code?<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=SLB_c_ayRMo\" target=\"_blank\" rel=\"noreferrer noopener\">Terraform Course for Beginners<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=gxPykhPxRW0\" target=\"_blank\" rel=\"noreferrer noopener\">8 Terraform Best Practices<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/datacamp.pxf.io\/09G9NO\" target=\"_blank\" rel=\"noreferrer noopener\">DataCamp &#8211; MLOps Fundamentals<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cac-cau-h\u1ecfi-th\u01b0\u1eddng-g\u1eb7p-v\u1ec1-mlops\"><span class=\"ez-toc-section\" id=\"Cac_cau_hoi_thuong_gap_ve_MLOps\"><\/span><strong>C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 MLOps<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mlops-co-gi-khac-devops\"><strong>MLOps c\u00f3 g\u00ec kh\u00e1c DevOps?<\/strong><\/h3>\n\n\n\n<p>MLOps v\u00e0 DevOps \u0111\u1ec1u chia s\u1ebb m\u1ee5c ti\u00eau l\u00e0 <strong>t\u1ef1 \u0111\u1ed9ng h\u00f3a, h\u1ee3p t\u00e1c v\u00e0 t\u0103ng hi\u1ec7u qu\u1ea3<\/strong> trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n, tri\u1ec3n khai ph\u1ea7n m\u1ec1m. Tuy nhi\u00ean, hai l\u0129nh v\u1ef1c n\u00e0y c\u00f3 nh\u1eefng \u0111i\u1ec3m kh\u00e1c bi\u1ec7t r\u00f5 r\u1ec7t do b\u1ea3n ch\u1ea5t c\u00f4ng vi\u1ec7c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DevOps h\u01b0\u1edbng \u0111\u1ebfn vi\u1ec7c thu h\u1eb9p kho\u1ea3ng c\u00e1ch gi\u1eefa nh\u00f3m ph\u00e1t tri\u1ec3n v\u00e0 nh\u00f3m v\u1eadn h\u00e0nh. DevOps gi\u00fap \u0111\u1ea3m b\u1ea3o c\u00e1c thay \u0111\u1ed5i m\u00e3 \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng ki\u1ec3m tra, t\u00edch h\u1ee3p v\u00e0 tri\u1ec3n khai v\u00e0o m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u00e1ng tin c\u1eady. DevOps th\u00fac \u0111\u1ea9y v\u0103n h\u00f3a h\u1ee3p t\u00e1c \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c chu k\u1ef3 ph\u00e1t h\u00e0nh nhanh h\u01a1n, c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng \u1ee9ng d\u1ee5ng v\u00e0 s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean hi\u1ec7u qu\u1ea3 h\u01a1n.<\/li>\n\n\n\n<li>Trong khi \u0111\u00f3, MLOps k\u1ebf th\u1eeba tinh th\u1ea7n DevOps, \u00e1p d\u1ee5ng c\u00e1c nguy\u00ean t\u1eafc DevOps, nh\u01b0ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ri\u00eang cho c\u00e1c d\u1ef1 \u00e1n h\u1ecdc m\u00e1y. MLOps t\u1eadp trung v\u00e0o vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00f2ng \u0111\u1eddi ML, gi\u00fap \u0111\u1ea3m b\u1ea3o c\u00e1c m\u00f4 h\u00ecnh kh\u00f4ng ch\u1ec9 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n m\u00e0 c\u00f2n \u0111\u01b0\u1ee3c tri\u1ec3n khai, gi\u00e1m s\u00e1t v\u00e0 \u0111\u00e0o t\u1ea1o l\u1ea1i m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng v\u00e0 li\u00ean t\u1ee5c. Vi\u1ec7c tri\u1ec3n khai v\u00e0 t\u00edch h\u1ee3p ph\u1ea7n m\u1ec1m truy\u1ec1n th\u1ed1ng c\u00f3 th\u1ec3 \u0111\u01a1n gi\u1ea3n,&nbsp; nh\u01b0ng MLOps \u0111\u1eb7t ra nh\u1eefng th\u00e1ch th\u1ee9c ri\u00eang v\u1ec1 vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u, \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh, x\u00e1c th\u1ef1c, tri\u1ec3n khai, gi\u00e1m s\u00e1t v\u00e0 \u0111\u00e0o t\u1ea1o l\u1ea1i li\u00ean t\u1ee5c.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc chi ti\u1ebft: <strong><a href=\"https:\/\/itviec.com\/blog\/devops-roadmap\/\" target=\"_blank\" rel=\"noreferrer noopener\">DevOps roadmap: L\u1ed9 tr\u00ecnh 16 b\u01b0\u1edbc h\u1ecdc chi ti\u1ebft tr\u1edf th\u00e0nh DevOps<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-k\u1ef9-s\u01b0-mlops-co-c\u1ea7n-ph\u1ea3i-bi\u1ebft-l\u1eadp-trinh-khong\"><strong>K\u1ef9 s\u01b0 MLOps c\u00f3 c\u1ea7n ph\u1ea3i bi\u1ebft l\u1eadp tr\u00ecnh kh\u00f4ng?<\/strong><\/h3>\n\n\n\n<p>C\u00f3. M\u1ed9t k\u1ef9 s\u01b0 MLOps kh\u00f4ng ch\u1ec9 tri\u1ec3n khai m\u00f4 h\u00ecnh ML, m\u00e0 c\u00f2n c\u1ea7n t\u00edch h\u1ee3p m\u00f4 h\u00ecnh v\u00e0o pipeline x\u1eed l\u00fd d\u1eef li\u1ec7u, vi\u1ebft script t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c hu\u1ea5n luy\u1ec7n, ki\u1ec3m th\u1eed, gi\u00e1m s\u00e1t m\u00f4 h\u00ecnh,) x\u1eed l\u00fd l\u1ed7i h\u1ec7 th\u1ed1ng khi m\u00f4 h\u00ecnh kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng \u0111\u00fang,&#8230;<\/p>\n\n\n\n<p>Do \u0111\u00f3, b\u1ea1n ph\u1ea3i bi\u1ebft l\u1eadp tr\u00ecnh (th\u01b0\u1eddng l\u00e0 Python, Bash, \u0111\u00f4i khi l\u00e0 Go ho\u1eb7c Java), s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Docker, Kubernetes, Airflow, Terraform\u2026<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-vi\u1ec7c-dao-t\u1ea1o-cac-mo-hinh-ngon-ng\u1eef-l\u1edbn-llmops-co-khac-v\u1edbi-mlops-truy\u1ec1n-th\u1ed1ng-khong\"><strong>Vi\u1ec7c \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMOps) c\u00f3 kh\u00e1c v\u1edbi MLOps truy\u1ec1n th\u1ed1ng kh\u00f4ng?<\/strong><\/h3>\n\n\n\n<p>C\u00f9ng \u0111i\u1ec3m qua m\u1ed9t s\u1ed1 ti\u00eau ch\u00ed so s\u00e1nh LLMOps v\u00e0 MLOps truy\u1ec1n th\u1ed1ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>T\u00e0i nguy\u00ean t\u00ednh to\u00e1n:<\/em><\/strong> Vi\u1ec7c \u0111\u00e0o t\u1ea1o v\u00e0 tinh ch\u1ec9nh c\u00e1c m\u00f4 h\u00ecnh large language th\u01b0\u1eddng li\u00ean quan \u0111\u1ebfn vi\u1ec7c th\u1ef1c hi\u1ec7n nhi\u1ec1u ph\u00e9p t\u00ednh h\u01a1n g\u1ea5p b\u1ed9i tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn. \u0110\u1ec3 t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh n\u00e0y, ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng nh\u01b0 GPU \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng song song d\u1eef li\u1ec7u nhanh h\u01a1n nhi\u1ec1u. Ti\u1ebfp c\u1eadn c\u00e1c t\u00e0i nguy\u00ean t\u00ednh to\u00e1n chuy\u00ean d\u1ee5ng n\u00e0y tr\u1edf n\u00ean thi\u1ebft y\u1ebfu cho c\u1ea3 qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh large language.&nbsp;<\/li>\n\n\n\n<li><strong><em>Transfer Learning:<\/em><\/strong> Kh\u00f4ng gi\u1ed1ng nh\u01b0 ph\u1ea7n l\u1edbn m\u00f4 h\u00ecnh ML truy\u1ec1n th\u1ed1ng \u0111\u01b0\u1ee3c t\u1ea1o ho\u1eb7c \u0111\u00e0o t\u1ea1o t\u1eeb \u0111\u1ea7u, nhi\u1ec1u m\u00f4 h\u00ecnh large language b\u1eaft \u0111\u1ea7u t\u1eeb m\u1ed9t m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng v\u00e0 \u0111\u01b0\u1ee3c fine-tune v\u1edbi d\u1eef li\u1ec7u m\u1edbi \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t trong m\u1ed9t l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3 h\u01a1n. Fine-tuning cho ph\u00e9p \u0111\u1ea1t hi\u1ec7u su\u1ea5t t\u1ed1i \u01b0u cho c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee5 th\u1ec3, s\u1eed d\u1ee5ng \u00edt d\u1eef li\u1ec7u v\u00e0 \u00edt t\u00e0i nguy\u00ean t\u00ednh to\u00e1n h\u01a1n.<\/li>\n\n\n\n<li><strong><em>Ph\u1ea3n h\u1ed3i t\u1eeb ng\u01b0\u1eddi d\u00f9ng:<\/em><\/strong> M\u1ed9t c\u1ea3i ti\u1ebfn l\u1edbn trong vi\u1ec7c hu\u1ea5n luy\u1ec7n LLM l\u00e0 th\u00f4ng qua h\u1ecdc t\u0103ng c\u01b0\u1eddng t\u1eeb ph\u1ea3n h\u1ed3i c\u1ee7a con ng\u01b0\u1eddi (RLHF). V\u00ec c\u00e1c t\u00e1c v\u1ee5 c\u1ee7a LLM th\u01b0\u1eddng m\u1edf, ph\u1ea3n h\u1ed3i t\u1eeb ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t. Vi\u1ec7c t\u00edch h\u1ee3p v\u00f2ng l\u1eb7p ph\u1ea3n h\u1ed3i n\u00e0y v\u00e0o c\u00e1c LLMOps pipeline c\u00f3 th\u1ec3 n\u00e2ng cao \u0111\u00e1ng k\u1ec3 hi\u1ec7u su\u1ea5t c\u1ee7a LLM.<\/li>\n\n\n\n<li><strong><em>Hyperparameter Tuning:<\/em><\/strong> Trong ML truy\u1ec1n th\u1ed1ng, Hyperparameter Tuning ch\u1ee7 y\u1ebfu nh\u1eb1m c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c, nh\u01b0ng v\u1edbi LLM, n\u00f3 c\u00f2n gi\u00fap gi\u1ea3m chi ph\u00ed v\u00e0 y\u00eau c\u1ea7u t\u00ednh to\u00e1n trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n v\u00e0 suy lu\u1eadn. \u0110i\u1ec1u ch\u1ec9nh c\u00e1c th\u00f4ng s\u1ed1 nh\u01b0 batch sizes hay learning rates c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng l\u1edbn \u0111\u1ebfn chi ph\u00ed v\u00e0 t\u1ed1c \u0111\u1ed9 hu\u1ea5n luy\u1ec7n. Do \u0111\u00f3, vi\u1ec7c theo d\u00f5i v\u00e0 t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh tuning l\u00e0 c\u1ea7n thi\u1ebft cho c\u1ea3 ML truy\u1ec1n th\u1ed1ng v\u00e0 LLM, d\u00f9 v\u1edbi m\u1ee5c ti\u00eau kh\u00e1c nhau.<\/li>\n\n\n\n<li><strong><em>Ch\u1ec9 s\u1ed1 hi\u1ec7u su\u1ea5t: <\/em><\/strong>C\u00e1c m\u00f4 h\u00ecnh ML truy\u1ec1n th\u1ed1ng c\u00f3 ch\u1ec9 s\u1ed1 hi\u1ec7u su\u1ea5t r\u00f5 r\u00e0ng nh\u01b0 \u0111\u1ed9 ch\u00ednh x\u00e1c hay \u0111i\u1ec3m F1, d\u1ec5 d\u00e0ng t\u00ednh to\u00e1n. Tuy nhi\u00ean, khi \u0111\u00e1nh gi\u00e1 LLM, ch\u00fang ta s\u1eed d\u1ee5ng m\u1ed9t b\u1ed9 c\u00e1c ch\u1ec9 s\u1ed1 ti\u00eau chu\u1ea9n kh\u00e1c nh\u01b0 BLEU hay ROGUE, \u0111\u00f2i h\u1ecfi c\u00e2n nh\u1eafc v\u00e0 k\u1ef9 thu\u1eadt \u0111\u1eb7c bi\u1ec7t khi tri\u1ec3n khai.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ai-dang-\u1ea3nh-h\u01b0\u1edfng-d\u1ebfn-mlops-nh\u01b0-th\u1ebf-nao\"><strong>AI \u0111ang \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn MLOps nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/h3>\n\n\n\n<p>Gen AI c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a MLOps b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c t\u00e1c v\u1ee5 \u0111\u00f2i h\u1ecfi nhi\u1ec1u c\u00f4ng s\u1ee9c nh\u01b0 d\u1ecdn d\u1eb9p v\u00e0 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, t\u1eeb \u0111\u00f3 n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 cho ph\u00e9p data scientist v\u00e0 engineer t\u1eadp trung v\u00e0o c\u00e1c ho\u1ea1t \u0111\u1ed9ng chi\u1ebfn l\u01b0\u1ee3c h\u01a1n.&nbsp;<\/p>\n\n\n\n<p>Ngo\u00e0i ra, gen AI c\u00f2n c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng t\u1ea1o v\u00e0 \u0111\u00e1nh gi\u00e1 c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e1t tri\u1ec3n nhanh h\u01a1n. Tuy nhi\u00ean, s\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a Gen AI c\u0169ng \u0111\u1eb7t ra th\u00e1ch th\u1ee9c v\u1ec1 \u0111\u1ed9 tin c\u1eady, t\u00ednh minh b\u1ea1ch kh\u00f3 ki\u1ec3m so\u00e1t khi AI \u201cng\u1eabu h\u1ee9ng\u201d sinh ra pipeline ho\u1eb7c ki\u1ebfn tr\u00fac m\u00f4 h\u00ecnh kh\u00f4ng r\u00f5 l\u00fd do, hay vi\u1ec7c d\u00f9ng d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n kh\u00f4ng \u0111\u1ea1i di\u1ec7n c\u00f3 th\u1ec3 l\u00e0m AI duy tr\u00ec \u0111\u1ecbnh ki\u1ebfn v\u00e0 k\u1ebft qu\u1ea3 sai l\u1ec7ch.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-t\u1ed5ng-k\u1ebft\"><span class=\"ez-toc-section\" id=\"Tong_ket\"><\/span><strong>T\u1ed5ng k\u1ebft<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0110\u1ec3 th\u00e0nh th\u1ea1o MLOps, b\u1ea1n c\u1ea7n x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc v\u1ec1 ML v\u00e0 k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m, \u0111\u1ed3ng th\u1eddi l\u00e0m quen v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u00f3a. N\u1eafm v\u1eefng MLOps s\u1ebd gi\u00fap b\u1ea1n tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng ML m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3, \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ng\u00e0y c\u00e0ng cao c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng AI hi\u1ec7n \u0111\u1ea1i. \u0110\u00e2y l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c \u0111\u1ea7y tri\u1ec3n v\u1ecdng, nh\u01b0ng c\u0169ng \u0111\u00f2i h\u1ecfi s\u1ef1 nghi\u00eam t\u00fac v\u00e0 h\u1ecdc t\u1eadp li\u00ean t\u1ee5c \u0111\u1ec3 theo k\u1ecbp s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine Learning (ML) tr\u1edf th\u00e0nh c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p. Tuy nhi\u00ean, vi\u1ec7c \u0111\u01b0a c\u00e1c m\u00f4 h\u00ecnh ML v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 v\u00e0 b\u1ec1n v\u1eefng l\u1ea1i \u0111\u1eb7t ra nhi\u1ec1u th\u00e1ch th\u1ee9c. \u0110\u00e2y ch\u00ednh l\u00e0 l\u00fac MLOps ph\u00e1t huy vai tr\u00f2 quan [&hellip;]<\/p>\n","protected":false},"author":205,"featured_media":90271,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[109],"tags":[10113],"class_list":["post-90113","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chuyen-mon-it","tag-devops"],"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>MLOps l\u00e0 g\u00ec: Vai tr\u00f2, quy tr\u00ecnh v\u00e0 c\u00e1c k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft - ITviec Blog<\/title>\n<meta name=\"description\" content=\"MLOps l\u00e0 c\u1ea7u n\u1ed1i gi\u1eefa DevOps &amp; ML. \u0110\u1ecdc ngay \u0111\u1ec3 n\u1eafm r\u00f5 MLOps l\u00e0 g\u00ec, quy tr\u00ecnh, nguy\u00ean t\u1eafc v\u00e0 k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft \u0111\u1ec3 qu\u1ea3n l\u00fd b\u1ec1n v\u1eefng, linh ho\u1ea1t.\" \/>\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\/mlops-la-gi\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MLOps l\u00e0 g\u00ec: Vai tr\u00f2, quy tr\u00ecnh v\u00e0 c\u00e1c k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft\" \/>\n<meta property=\"og:description\" content=\"Machine Learning (ML) tr\u1edf th\u00e0nh c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p. 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