{"id":25418,"date":"2026-06-05T09:39:55","date_gmt":"2026-06-05T02:39:55","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=25418"},"modified":"2026-06-05T09:39:55","modified_gmt":"2026-06-05T02:39:55","slug":"vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/","title":{"rendered":"Vertex AI l\u00e0 g\u00ec? H\u01b0\u1edbng d\u1eabn to\u00e0n t\u1eadp t\u1eeb A-Z cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Hi\u1ec7n nay, vi\u1ec7c x\u00e2y d\u1ef1ng, hu\u1ea5n luy\u1ec7n v\u00e0 tri\u1ec3n khai m\u1ed9t m\u00f4 h\u00ecnh H\u1ecdc m\u00e1y (Machine Learning &#8211; ML) hay AI v\u00e0o th\u1ef1c ti\u1ec5n l\u00e0 m\u1ed9t b\u00e0i to\u00e1n v\u00f4 c\u00f9ng ph\u1ee9c t\u1ea1p. Qu\u00e1 tr\u00ecnh n\u00e0y kh\u00f4ng ch\u1ec9 ti\u00eau t\u1ed1n h\u00e0ng th\u00e1ng tr\u1eddi v\u1edbi nh\u1eefng quy tr\u00ecnh th\u1ee7 c\u00f4ng l\u1eb7p \u0111i l\u1eb7p l\u1ea1i m\u00e0 c\u00f2n \u0111\u00f2i h\u1ecfi doanh nghi\u1ec7p ph\u1ea3i s\u1edf h\u1eefu m\u1ed9t \u0111\u1ed9i ng\u0169 chuy\u00ean gia d\u1eef li\u1ec7u tr\u00ecnh \u0111\u1ed9 cao c\u00f9ng h\u1ec7 th\u1ed1ng h\u1ea1 t\u1ea7ng ph\u1ea7n c\u1ee9ng v\u00f4 c\u00f9ng \u0111\u1eaft \u0111\u1ecf.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 th\u00e1o g\u1ee1 r\u00e0o c\u1ea3n n\u00e0y, Google Cloud \u0111\u00e3 mang \u0111\u1ebfn c\u00e2u tr\u1ea3 l\u1eddi ho\u00e0n h\u1ea3o: Vertex <a href=\"https:\/\/gcloudvn.com\/en\/google-gemini-enterprise\/\">AI<\/a> \u2013 n\u1ec1n t\u1ea3ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o h\u1ee3p nh\u1ea5t th\u1ebf h\u1ec7 m\u1edbi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u1ea3i \u0111\u00e1p chi ti\u1ebft cho b\u1ea1n c\u00e2u h\u1ecfi Vertex AI l\u00e0 g\u00ec, kh\u00e1m ph\u00e1 c\u1ea5u tr\u00fac ho\u1ea1t \u0111\u1ed9ng to\u00e0n di\u1ec7n c\u1ee7a n\u00f3, \u0111\u1ed3ng th\u1eddi cung c\u1ea5p l\u1ed9 tr\u00ecnh h\u01b0\u1edbng d\u1eabn chi ti\u1ebft t\u1eeb A \u0111\u1ebfn Z \u0111\u1ec3 m\u1ed9t ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u c\u00f3 th\u1ec3 t\u1ef1 tin l\u00e0m ch\u1ee7 v\u00e0 \u1ee9ng d\u1ee5ng Vertex AI v\u00e0o c\u00f4ng vi\u1ec7c ngay h\u00f4m nay.<\/span><\/p>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-storage-so-sanh-phan-biet-voi-google-drive\/attachment\/3-1\/\" rel=\"attachment wp-att-25403\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25403\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/3-1.jpg\" alt=\"\" width=\"600\" height=\"375\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/3-1.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/3-1-18x12.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 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\">Table of contents<\/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:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Vertex_AI_la_gi\" >Vertex AI l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Cac_thanh_phan_cot_loi_cua_Vertex_AI\" >C\u00e1c th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i c\u1ee7a Vertex AI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#1_AutoML_Danh_cho_nguoi_moi_Khong_ranh_lap_trinh\" >1. AutoML (D\u00e0nh cho ng\u01b0\u1eddi m\u1edbi &amp; Kh\u00f4ng r\u00e0nh l\u1eadp tr\u00ecnh)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#2_Custom_Training_Danh_cho_cac_Chuyen_gia_du_lieu\" >2. Custom Training (D\u00e0nh cho c\u00e1c Chuy\u00ean gia d\u1eef li\u1ec7u)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#3_Vertex_AI_Studio_Model_Garden_Danh_cho_Generative_AI\" >3. Vertex AI Studio &amp; Model Garden (D\u00e0nh cho Generative AI)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#4_He_sinh_thai_MLOps_chuyen_nghiep\" >4. H\u1ec7 sinh th\u00e1i MLOps chuy\u00ean nghi\u1ec7p<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Tai_sao_doanh_nghiep_nen_su_dung_Vertex_AI\" >T\u1ea1i sao doanh nghi\u1ec7p n\u00ean s\u1eed d\u1ee5ng Vertex AI?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Huong_dan_A-Z_cach_su_dung_Vertex_AI_cho_nguoi_moi_Thuc_hanh\" >H\u01b0\u1edbng d\u1eabn A-Z c\u00e1ch s\u1eed d\u1ee5ng Vertex AI cho ng\u01b0\u1eddi m\u1edbi (Th\u1ef1c h\u00e0nh)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Buoc_1_Chuan_bi_moi_truong_GCP\" >B\u01b0\u1edbc 1: Chu\u1ea9n b\u1ecb m\u00f4i tr\u01b0\u1eddng GCP<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Buoc_2_Chuan_bi_va_Nhap_du_lieu_Data_Ingestion\" >B\u01b0\u1edbc 2: Chu\u1ea9n b\u1ecb v\u00e0 Nh\u1eadp d\u1eef li\u1ec7u (Data Ingestion)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Buoc_3_Lua_chon_huong_di_Tao_mo_hinh\" >B\u01b0\u1edbc 3: L\u1ef1a ch\u1ecdn h\u01b0\u1edbng \u0111i (T\u1ea1o m\u00f4 h\u00ecnh)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Buoc_4_Danh_gia_mo_hinh_Evaluate\" >B\u01b0\u1edbc 4: \u0110\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh (Evaluate)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Buoc_5_Trien_khai_va_Du_doan_Deploy_Predict\" >B\u01b0\u1edbc 5: Tri\u1ec3n khai v\u00e0 D\u1ef1 \u0111o\u00e1n (Deploy &amp; Predict)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Chi_phi_su_dung_Vertex_AI_tinh_nhu_the_nao\" >Chi ph\u00ed s\u1eed d\u1ee5ng Vertex AI t\u00ednh 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-15\" href=\"https:\/\/gcloudvn.com\/en\/vertex-ai-la-gi-huong-dan-toan-tap-tu-a-z-cho-nguoi-moi-bat-dau\/#Ket_luan\" >Conclusion\u00a0<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Vertex_AI_la_gi\"><\/span><b>Vertex AI l\u00e0 g\u00ec?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vertex AI l\u00e0 n\u1ec1n t\u1ea3ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 H\u1ecdc m\u00e1y (Machine Learning) \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n (fully-managed) tr\u00ean h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y c\u1ee7a Google Cloud.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">S\u1ee9 m\u1ec7nh c\u1ed1t l\u00f5i: Vertex AI ra \u0111\u1eddi v\u1edbi m\u1ee5c ti\u00eau h\u1ee3p nh\u1ea5t to\u00e0n b\u1ed9 c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y ph\u1ee5c v\u1ee5 AI\/ML c\u1ee7a Google (v\u1ed1n tr\u01b0\u1edbc \u0111\u00e2y n\u1eb1m r\u1ea3i r\u00e1c tr\u00ean nhi\u1ec1u c\u00f4ng c\u1ee5 kh\u00e1c nhau) v\u1ec1 chung m\u1ed9t giao di\u1ec7n qu\u1ea3n l\u00fd (UI) v\u00e0 m\u1ed9t b\u1ed9 API \u0111\u1ed3ng nh\u1ea5t. S\u1ef1 quy ho\u1ea1ch n\u00e0y gi\u00fap c\u00e1c doanh nghi\u1ec7p t\u0103ng t\u1ed1c \u0111\u1ed9 x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh ML nhanh h\u01a1n g\u1ea5p 5 l\u1ea7n so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ed7 tr\u1ee3 to\u00e0n di\u1ec7n (End-to-End): Thay v\u00ec ch\u1ec9 d\u1eebng l\u1ea1i \u1edf b\u01b0\u1edbc t\u1ea1o m\u00f4 h\u00ecnh, Vertex AI qu\u1ea3n l\u00fd tr\u1ecdn v\u1eb9n v\u00f2ng \u0111\u1eddi c\u1ee7a h\u1ecdc m\u00e1y (MLOps) t\u1eeb kh\u00e2u thu th\u1eadp d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o, hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh, ki\u1ec3m th\u1eed \u0111\u00e1nh gi\u00e1, cho \u0111\u1ebfn khi \u0111\u01b0a v\u00e0o v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf (Deploy) v\u00e0 li\u00ean t\u1ee5c gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng (Monitor).<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cac_thanh_phan_cot_loi_cua_Vertex_AI\"><\/span><b>C\u00e1c th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i c\u1ee7a Vertex AI<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vertex AI s\u1edf h\u1eefu ki\u1ebfn tr\u00fac linh ho\u1ea1t nh\u1eb1m ph\u1ee5c v\u1ee5 t\u1ed1i \u01b0u cho hai nh\u00f3m \u0111\u1ed1i t\u01b0\u1ee3ng ng\u01b0\u1eddi d\u00f9ng c\u00f3 k\u1ef9 n\u0103ng ho\u00e0n to\u00e0n kh\u00e1c nhau:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_AutoML_Danh_cho_nguoi_moi_Khong_ranh_lap_trinh\"><\/span><b>1. AutoML (D\u00e0nh cho ng\u01b0\u1eddi m\u1edbi &amp; Kh\u00f4ng r\u00e0nh l\u1eadp tr\u00ecnh)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">T\u00ednh n\u0103ng \u0111\u1ed9t ph\u00e1 n\u00e0y cho ph\u00e9p b\u1ea1n t\u1ef1 \u0111\u1ed9ng h\u00f3a ho\u00e0n to\u00e0n quy tr\u00ecnh hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. D\u00f9 d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n \u1edf d\u1ea1ng h\u00ecnh \u1ea3nh, v\u0103n b\u1ea3n, video hay d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng (tabular data), b\u1ea1n ch\u1ec9 c\u1ea7n t\u1ea3i d\u1eef li\u1ec7u l\u00ean v\u00e0 th\u1ef1c hi\u1ec7n v\u00e0i c\u00fa click chu\u1ed9t. AutoML s\u1ebd t\u1ef1 \u0111\u1ed9ng t\u00ecm ki\u1ebfm, t\u1ed1i \u01b0u thu\u1eadt to\u00e1n \u0111\u1ec3 \u0111\u01b0a ra m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n t\u1ed1t nh\u1ea5t m\u00e0 b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i vi\u1ebft m\u1ed9t d\u00f2ng m\u00e3 (no-code) n\u00e0o.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Custom_Training_Danh_cho_cac_Chuyen_gia_du_lieu\"><\/span><b>2. Custom Training (D\u00e0nh cho c\u00e1c Chuy\u00ean gia d\u1eef li\u1ec7u)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u1ed1i v\u1edbi c\u00e1c Data Scientist mu\u1ed1n ki\u1ec3m so\u00e1t s\u00e2u h\u01a1n v\u00e0o thu\u1eadt to\u00e1n, Vertex AI cung c\u1ea5p m\u00f4i tr\u01b0\u1eddng vi\u1ebft code t\u00f9y ch\u1ec9nh v\u00f4 c\u00f9ng m\u1ea1nh m\u1ebd. C\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 \u0111\u1ea7y \u0111\u1ee7 c\u00e1c th\u01b0 vi\u1ec7n v\u00e0 framework h\u1ecdc m\u00e1y ph\u1ed5 bi\u1ebfn nh\u1ea5t hi\u1ec7n nay nh\u01b0 TensorFlow, PyTorch, v\u00e0 Scikit-learn.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Vertex_AI_Studio_Model_Garden_Danh_cho_Generative_AI\"><\/span><b>3. Vertex AI Studio &amp; Model Garden (D\u00e0nh cho Generative AI)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Model Garden: Si\u00eau th\u01b0 vi\u1ec7n cung c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o h\u01a1n 130+ m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng (Foundation Models) h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi nh\u01b0 Gemini (Google), PaLM, Llama (Meta), Claude (Anthropic),&#8230;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Vertex AI Studio: Giao di\u1ec7n tr\u1ef1c quan gi\u00fap nh\u00e0 ph\u00e1t tri\u1ec3n d\u1ec5 d\u00e0ng th\u1eed nghi\u1ec7m thi\u1ebft k\u1ebf c\u00e2u l\u1ec7nh (Prompt Engineering) v\u00e0 tinh ch\u1ec9nh chuy\u00ean s\u00e2u (Fine-tune) c\u00e1c m\u00f4 h\u00ecnh Generative AI b\u1eb1ng ch\u00ednh d\u1eef li\u1ec7u c\u1ee7a t\u1ed5 ch\u1ee9c m\u00ecnh.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_He_sinh_thai_MLOps_chuyen_nghiep\"><\/span><b>4. H\u1ec7 sinh th\u00e1i MLOps chuy\u00ean nghi\u1ec7p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 qu\u1ea3n tr\u1ecb h\u1ec7 th\u1ed1ng AI quy m\u00f4 l\u1edbn, Vertex AI t\u00edch h\u1ee3p s\u1eb5n c\u00e1c c\u00f4ng c\u1ee5 b\u1ed5 tr\u1ee3 \u0111\u1eafc l\u1ef1c nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Vertex Pipelines: T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c lu\u1ed3ng c\u00f4ng vi\u1ec7c (workflows) t\u1eeb x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ebfn tri\u1ec3n khai.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Feature Store: Kho l\u01b0u tr\u1eef v\u00e0 chia s\u1ebb c\u00e1c \u0111\u1eb7c tr\u01b0ng d\u1eef li\u1ec7u d\u00f9ng chung cho nhi\u1ec1u m\u00f4 h\u00ecnh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Model Registry: Qu\u1ea3n l\u00fd t\u1eadp trung c\u00e1c phi\u00ean b\u1ea3n kh\u00e1c nhau c\u1ee7a m\u00f4 h\u00ecnh \u0111\u1ec3 d\u1ec5 d\u00e0ng ki\u1ec3m so\u00e1t l\u1ed7i.<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-storage-so-sanh-phan-biet-voi-google-drive\/attachment\/images-10-2\/\" rel=\"attachment wp-att-25404\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25404\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/images-10.jpg\" alt=\"\" width=\"318\" height=\"159\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/images-10.jpg 318w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/images-10-18x9.jpg 18w\" sizes=\"auto, (max-width: 318px) 100vw, 318px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tai_sao_doanh_nghiep_nen_su_dung_Vertex_AI\"><\/span><b>T\u1ea1i sao doanh nghi\u1ec7p n\u00ean s\u1eed d\u1ee5ng Vertex AI?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">S\u1ef1 hi\u1ec7n di\u1ec7n c\u1ee7a Vertex AI mang l\u1ea1i nh\u1eefng l\u1ee3i th\u1ebf c\u1ea1nh tranh v\u00f4 c\u00f9ng l\u1edbn cho t\u1ed5 ch\u1ee9c:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ed1i \u01b0u h\u00f3a th\u1eddi gian \u0111\u01b0a s\u1ea3n ph\u1ea9m ra th\u1ecb tr\u01b0\u1eddng (Faster Time-to-Market): Nh\u1edd c\u01a1 ch\u1ebf qu\u1ea3n l\u00fd t\u1ef1 \u0111\u1ed9ng h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y c\u1ee7a Google Cloud, \u0111\u1ed9i ng\u0169 c\u1ee7a b\u1ea1n s\u1ebd kh\u00f4ng c\u00f2n m\u1ea5t th\u1eddi gian thi\u1ebft l\u1eadp hay b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng ph\u1ea7n c\u1ee9ng ph\u1ee9c t\u1ea1p. M\u1ecdi s\u1ef1 t\u1eadp trung s\u1ebd \u0111\u01b0\u1ee3c d\u00e0nh tr\u1ecdn v\u1eb9n cho vi\u1ec7c khai ph\u00e1 gi\u00e1 tr\u1ecb t\u1eeb d\u1eef li\u1ec7u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng AI kh\u00f4ng c\u1ea7n chuy\u00ean m\u00f4n qu\u00e1 cao: Nh\u1edd s\u1ee9c m\u1ea1nh t\u1eeb AutoML, b\u1ea5t k\u1ef3 nh\u00e2n vi\u00ean ph\u00f2ng ban n\u00e0o (nh\u01b0 Marketing, Kinh doanh hay Nh\u00e2n s\u1ef1) c\u0169ng c\u00f3 th\u1ec3 tham gia v\u00e0o vi\u1ec7c hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n ph\u1ee5c v\u1ee5 c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u1edbi h\u1ec7 sinh th\u00e1i Google Cloud: K\u1ebft n\u1ed1i ho\u00e0n h\u1ea3o, kh\u00f4ng c\u00f3 \u0111\u1ed9 tr\u1ec5 v\u1edbi kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 BigQuery, d\u1ecbch v\u1ee5 l\u01b0u tr\u1eef Cloud Storage v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1c thu\u1ed9c GCP.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea3o m\u1eadt t\u1ed1i \u0111a c\u1ea5p doanh nghi\u1ec7p: D\u1eef li\u1ec7u n\u1ed9i b\u1ed9 c\u1ee7a b\u1ea1n lu\u00f4n \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 nghi\u00eam ng\u1eb7t. Google cam k\u1ebft tuy\u1ec7t \u0111\u1ed1i kh\u00f4ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n ch\u00e9o cho c\u00e1c m\u00f4 h\u00ecnh AI c\u00f4ng khai c\u1ee7a h\u1ecd.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Huong_dan_A-Z_cach_su_dung_Vertex_AI_cho_nguoi_moi_Thuc_hanh\"><\/span><b>H\u01b0\u1edbng d\u1eabn A-Z c\u00e1ch s\u1eed d\u1ee5ng Vertex AI cho ng\u01b0\u1eddi m\u1edbi (Th\u1ef1c h\u00e0nh)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">H\u00e3y c\u00f9ng b\u1eaft tay v\u00e0o th\u1ef1c hi\u1ec7n 5 b\u01b0\u1edbc c\u01a1 b\u1ea3n \u0111\u1ec3 l\u00e0m quen v\u1edbi n\u1ec1n t\u1ea3ng n\u00e0y:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_1_Chuan_bi_moi_truong_GCP\"><\/span><b>B\u01b0\u1edbc 1: Chu\u1ea9n b\u1ecb m\u00f4i tr\u01b0\u1eddng GCP<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u0103ng k\u00fd\/\u0110\u0103ng nh\u1eadp v\u00e0o t\u00e0i kho\u1ea3n <a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-platform\/\">Google Cloud Platform (GCP).<\/a><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea1o m\u1ed9t d\u1ef1 \u00e1n (Project) m\u1edbi tr\u00ean Console c\u1ee7a b\u1ea1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00ecm ki\u1ebfm c\u1ee5m t\u1eeb &#8220;Vertex AI&#8221; tr\u00ean thanh c\u00f4ng c\u1ee5 v\u00e0 nh\u1ea5p ch\u1ecdn Enable Vertex AI API \u0111\u1ec3 k\u00edch ho\u1ea1t d\u1ecbch v\u1ee5.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_2_Chuan_bi_va_Nhap_du_lieu_Data_Ingestion\"><\/span><b>B\u01b0\u1edbc 2: Chu\u1ea9n b\u1ecb v\u00e0 Nh\u1eadp d\u1eef li\u1ec7u (Data Ingestion)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea3i t\u1eadp d\u1eef li\u1ec7u (Dataset) c\u1ee7a b\u1ea1n d\u01b0\u1edbi d\u1ea1ng file CSV ho\u1eb7c h\u00ecnh \u1ea3nh l\u00ean d\u1ecbch v\u1ee5 l\u01b0u tr\u1eef Google Cloud Storage.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea1i b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n Vertex AI, ch\u1ecdn m\u1ee5c Datasets -&gt; Create \u0111\u1ec3 ti\u1ebfn h\u00e0nh nh\u1eadp d\u1eef li\u1ec7u v\u00e0o h\u1ec7 th\u1ed1ng (ho\u1eb7c k\u1ebft n\u1ed1i d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp t\u1eeb c\u00e1c b\u1ea3ng c\u00f3 s\u1eb5n trong BigQuery).<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_3_Lua_chon_huong_di_Tao_mo_hinh\"><\/span><b>B\u01b0\u1edbc 3: L\u1ef1a ch\u1ecdn h\u01b0\u1edbng \u0111i (T\u1ea1o m\u00f4 h\u00ecnh)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">T\u00f9y v\u00e0o nhu c\u1ea7u th\u1ef1c t\u1ebf, b\u1ea1n c\u00f3 th\u1ec3 ch\u1ecdn 1 trong 2 l\u1ed1i \u0111i sau:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u01b0\u1edbng A (Tr\u1ea3i nghi\u1ec7m GenAI nhanh nh\u1ea5t): M\u1edf Vertex AI Studio -&gt; Ch\u1ecdn m\u00f4 h\u00ecnh Gemini -&gt; Th\u1eed nghi\u1ec7m nh\u1eadp Prompt t\u1ea1i khu v\u1ef1c s\u00e2n ch\u01a1i (Playground) -&gt; Kh\u00e1m ph\u00e1 ngay kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch, sinh v\u0103n b\u1ea3n, t\u1ea1o h\u00ecnh \u1ea3nh ho\u1eb7c sinh m\u00e3 ngu\u1ed3n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u01b0\u1edbng B (T\u1ef1 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh b\u1eb1ng AutoML): V\u00e0o m\u1ee5c Datasets \u0111\u00e3 t\u1ea1o \u1edf B\u01b0\u1edbc 2 -&gt; Ch\u1ecdn lo\u1ea1i d\u1eef li\u1ec7u (Tabular\/Image) -&gt; B\u1ea5m &#8220;Train new model&#8221; -&gt; L\u1ef1a ch\u1ecdn ph\u01b0\u01a1ng th\u1ee9c AutoML -&gt; C\u1ea5u h\u00ecnh th\u1eddi gian ch\u1ea1y (Compute hours) d\u1ef1a tr\u00ean ng\u00e2n s\u00e1ch -&gt; Nh\u1ea5n n\u00fat b\u1eaft \u0111\u1ea7u hu\u1ea5n luy\u1ec7n.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_4_Danh_gia_mo_hinh_Evaluate\"><\/span><b>B\u01b0\u1edbc 4: \u0110\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh (Evaluate)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Sau khi qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n ho\u00e0n t\u1ea5t, Vertex AI s\u1ebd hi\u1ec3n th\u1ecb m\u1ed9t bi\u1ec3u \u0111\u1ed3 b\u00e1o c\u00e1o hi\u1ec7u n\u0103ng v\u00f4 c\u00f9ng tr\u1ef1c quan. T\u1ea1i \u0111\u00e2y, b\u1ea1n c\u1ea7n \u0111\u1ecdc c\u00e1c ch\u1ec9 s\u1ed1 c\u01a1 b\u1ea3n nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Accuracy (\u0110\u1ed9 ch\u00ednh x\u00e1c t\u1ed5ng th\u1ec3): T\u1ef7 l\u1ec7 d\u1ef1 \u0111o\u00e1n \u0111\u00fang c\u1ee7a m\u00f4 h\u00ecnh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Precision &amp; Recall: Gi\u00fap b\u1ea1n \u0111\u00e1nh gi\u00e1 sai s\u1ed1 v\u00e0 \u0111\u1ed9 nh\u1ea1y c\u1ee7a m\u00f4 h\u00ecnh nh\u1eb1m tinh ch\u1ec9nh k\u1ecbp th\u1eddi tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_5_Trien_khai_va_Du_doan_Deploy_Predict\"><\/span><b>B\u01b0\u1edbc 5: Tri\u1ec3n khai v\u00e0 D\u1ef1 \u0111o\u00e1n (Deploy &amp; Predict)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Ti\u1ebfn h\u00e0nh li\u00ean k\u1ebft m\u00f4 h\u00ecnh c\u1ee7a b\u1ea1n v\u1edbi m\u1ed9t Endpoint (\u0110i\u1ec3m cu\u1ed1i API) \u0111\u1ec3 \u0111\u01b0a m\u00f4 h\u00ecnh ra m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 g\u1eedi th\u1eed m\u1ed9t API Request ch\u1ee9a d\u1eef li\u1ec7u m\u1edbi t\u1edbi Endpoint n\u00e0y \u0111\u1ec3 nh\u1eadn ngay k\u1ebft qu\u1ea3 d\u1ef1 \u0111o\u00e1n (Prediction) ch\u00ednh x\u00e1c t\u1eeb h\u1ec7 th\u1ed1ng AI v\u1eeba thi\u1ebft l\u1eadp.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Chi_phi_su_dung_Vertex_AI_tinh_nhu_the_nao\"><\/span><b>Chi ph\u00ed s\u1eed d\u1ee5ng Vertex AI t\u00ednh nh\u01b0 th\u1ebf n\u00e0o?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vertex AI \u00e1p d\u1ee5ng m\u00f4 h\u00ecnh thanh to\u00e1n linh ho\u1ea1t Pay-as-you-go (D\u00f9ng bao nhi\u00eau, tr\u1ea3 b\u1ea5y nhi\u00eau). Doanh nghi\u1ec7p s\u1ebd ch\u1ec9 ph\u1ea3i chi tr\u1ea3 cho nh\u1eefng t\u00e0i nguy\u00ean m\u00e0 m\u00ecnh th\u1ef1c s\u1ef1 s\u1eed d\u1ee5ng bao g\u1ed3m: s\u1ed1 gi\u1edd ch\u1ea1y m\u00e1y ch\u1ee7 \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh, dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u, s\u1ed1 l\u01b0\u1ee3ng API request \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ebfn c\u00e1c m\u00f4 h\u00ecnh GenAI v\u00e0 th\u1eddi gian duy tr\u00ec ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Endpoint.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">M\u1eb9o nh\u1ecf cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u: B\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng ch\u01b0\u01a1ng tr\u00ecnh d\u00f9ng th\u1eed mi\u1ec5n ph\u00ed (Free Trial) c\u1ee7a Google Cloud \u0111\u1ec3 nh\u1eadn ngay $300 credits \u0111\u1ec3 tho\u1ea3i m\u00e1i th\u1ef1c h\u00e0nh v\u00e0 tr\u1ea3i nghi\u1ec7m s\u1ee9c m\u1ea1nh c\u1ee7a Vertex AI m\u00e0 kh\u00f4ng m\u1ea5t b\u1ea5t k\u1ef3 kho\u1ea3n chi ph\u00ed ban \u0111\u1ea7u n\u00e0o.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><b>Conclusion<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vertex AI th\u1ef1c s\u1ef1 l\u00e0 m\u1ed9t &#8220;v\u0169 kh\u00ed t\u1ed1i th\u01b0\u1ee3ng&#8221; gi\u00fap ph\u00e1 b\u1ecf m\u1ecdi r\u00e0o c\u1ea3n k\u1ef9 thu\u1eadt ph\u1ee9c t\u1ea1p, \u0111\u01b0a c\u00f4ng ngh\u1ec7 AI \u0111\u1ec9nh cao \u0111\u1ebfn g\u1ea7n h\u01a1n v\u1edbi m\u1ecdi doanh nghi\u1ec7p. T\u1eeb c\u00e1c thao t\u00e1c k\u00e9o th\u1ea3 tr\u1ef1c quan kh\u00f4ng c\u1ea7n vi\u1ebft m\u00e3 cho \u0111\u1ebfn c\u00e1c c\u00f4ng c\u1ee5 MLOps chuy\u00ean nghi\u1ec7p, Vertex AI ch\u00ednh l\u00e0 chi\u1ebfc ch\u00eca kh\u00f3a gi\u00fap doanh nghi\u1ec7p c\u1ee7a b\u1ea1n t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t v\u00e0 khai m\u1edf nh\u1eefng gi\u00e1 tr\u1ecb \u0111\u1ed9t ph\u00e1 t\u1eeb d\u1eef li\u1ec7u.<\/span><\/p>\n<p><b>Doanh nghi\u1ec7p c\u1ee7a b\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng b\u1ee9t ph\u00e1 c\u00f9ng Vertex AI?<\/b><\/p>\n<p><span style=\"font-weight: 400;\">V\u1edbi t\u01b0 c\u00e1ch l\u00e0 \u0110\u1ed1i t\u00e1c c\u1ea5p cao Premier Partner c\u1ee7a Google Cloud t\u1ea1i Vi\u1ec7t Nam, <a href=\"https:\/\/gcloudvn.com\/en\/\">Gimasys<\/a> t\u1ef1 h\u00e0o l\u00e0 \u0111\u01a1n v\u1ecb ti\u00ean phong \u0111\u1ed3ng h\u00e0nh c\u00f9ng c\u00e1c doanh nghi\u1ec7p tr\u00ean h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 \u1ee9ng d\u1ee5ng AI. Ch\u00fang t\u00f4i s\u1eb5n s\u00e0ng h\u1ed7 tr\u1ee3 b\u1ea1n:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u01b0 v\u1ea5n thi\u1ebft k\u1ebf h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u th\u00f4ng minh v\u00e0 t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng Vertex AI t\u1ed1i \u01b0u nh\u1ea5t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u01b0 v\u1ea5n l\u1ed9 tr\u00ecnh \u0111\u00e0o t\u1ea1o nh\u00e2n s\u1ef1 c\u00f4ng ngh\u1ec7 chuy\u00ean s\u00e2u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cung c\u1ea5p c\u00e1c g\u00f3i gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y GCP.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">H\u00e3y <a href=\"https:\/\/gcloudvn.com\/en\/dang-ky-dung-thu\/\">li\u00ean h\u1ec7 ngay v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia c\u1ee7a Gimasys<\/a> \u0111\u1ec3 b\u1eaft \u0111\u1ea7u h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 b\u1ee9t ph\u00e1 c\u00f4ng ngh\u1ec7 c\u1ee7a doanh nghi\u1ec7p b\u1ea1n ngay h\u00f4m nay!<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Hi\u1ec7n nay, vi\u1ec7c x\u00e2y d\u1ef1ng, hu\u1ea5n luy\u1ec7n v\u00e0 tri\u1ec3n khai m\u1ed9t m\u00f4 h\u00ecnh H\u1ecdc m\u00e1y (Machine Learning &#8211; ML) hay AI v\u00e0o th\u1ef1c ti\u1ec5n l\u00e0 m\u1ed9t b\u00e0i to\u00e1n v\u00f4 c\u00f9ng ph\u1ee9c t\u1ea1p. Qu\u00e1 tr\u00ecnh n\u00e0y kh\u00f4ng ch\u1ec9 ti\u00eau t\u1ed1n h\u00e0ng&hellip;<\/p>","protected":false},"author":2,"featured_media":25403,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-25418","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kienthuc","category-google-cloud-platform","entry","has-media"],"_links":{"self":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25418","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/comments?post=25418"}],"version-history":[{"count":2,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25418\/revisions"}],"predecessor-version":[{"id":25420,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25418\/revisions\/25420"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/25403"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=25418"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=25418"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=25418"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}