{"id":25791,"date":"2026-07-17T13:34:08","date_gmt":"2026-07-17T06:34:08","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=25791"},"modified":"2026-07-17T13:34:08","modified_gmt":"2026-07-17T06:34:08","slug":"tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/","title":{"rendered":"T\u1ed5ng quan v\u1ec1 Vertex AI Studio: C\u00f4ng c\u1ee5 x\u00e2y d\u1ef1ng Generative AI h\u00e0ng \u0111\u1ea7u c\u1ee7a Google"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh (Generative AI) \u0111ang mang l\u1ea1i nh\u1eefng ti\u1ec1m n\u0103ng to l\u1edbn trong vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u1eadn h\u00e0nh v\u00e0 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng. M\u1eb7c d\u00f9 v\u1eady, qu\u00e1 tr\u00ecnh \u0111\u01b0a c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) t\u1eeb m\u00f4i tr\u01b0\u1eddng nghi\u00ean c\u1ee9u v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n c\u1ee7a doanh nghi\u1ec7p l\u1ea1i \u0111\u1eb7t ra nh\u1eefng th\u00e1ch th\u1ee9c \u0111\u00e1ng k\u1ec3. C\u00e1c r\u00e0o c\u1ea3n v\u1ec1 chuy\u00ean m\u00f4n l\u1eadp tr\u00ecnh, c\u1ea5u h\u00ecnh h\u1ea1 t\u1ea7ng ph\u1ee9c t\u1ea1p v\u00e0 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt d\u1eef li\u1ec7u th\u01b0\u1eddng l\u00e0m ch\u1eadm ti\u1ebfn \u0111\u1ed9 tri\u1ec3n khai c\u00f4ng ngh\u1ec7 m\u1edbi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n n\u00e0y, Google Cloud \u0111\u00e3 ch\u00ednh th\u1ee9c gi\u1edbi thi\u1ec7u Vertex AI Studio (tr\u01b0\u1edbc \u0111\u00e2y \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn v\u1edbi t\u00ean g\u1ecdi Generative AI Studio).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y s\u1ebd cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 \u0111\u1ecbnh ngh\u0129a Vertex AI Studio l\u00e0 g\u00ec, ph\u00e2n t\u00edch c\u00e1c t\u00ednh n\u0103ng c\u1ed1t l\u00f5i v\u00e0 l\u00e0m r\u00f5 c\u00e1ch n\u1ec1n t\u1ea3ng n\u00e0y h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p trong vi\u1ec7c x\u00e2y d\u1ef1ng AI tr\u00ean <a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-platform\/\">Google Cloud<\/a> m\u1ed9t c\u00e1ch chuy\u00ean nghi\u1ec7p, nhanh ch\u00f3ng v\u00e0 an to\u00e0n.<\/span><\/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\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/#Vertex_AI_Studio_la_gi\" >Vertex AI Studio 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\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/#Cac_tinh_nang_cot_loi_cua_Vertex_AI_Studio\" >C\u00e1c t\u00ednh n\u0103ng c\u1ed1t l\u00f5i c\u1ee7a Vertex AI Studio<\/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\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/#1_Xu_ly_Ngon_ngu_LanguageText_Chat\" >1. X\u1eed l\u00fd Ng\u00f4n ng\u1eef (Language\/Text &amp; Chat)<\/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\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/#2_Xu_ly_Hinh_anh_VisionImage\" >2. X\u1eed l\u00fd H\u00ecnh \u1ea3nh (Vision\/Image)<\/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\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/#3_Xu_ly_Am_thanh_SpeechAudio\" >3. X\u1eed l\u00fd \u00c2m thanh (Speech\/Audio)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gcloudvn.com\/en\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/#Tai_sao_doanh_nghiep_nen_su_dung_Vertex_AI_Studio\" >T\u1ea1i sao doanh nghi\u1ec7p n\u00ean s\u1eed d\u1ee5ng Vertex AI Studio?<\/a><\/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\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/#Ung_dung_Generative_AI_cho_doanh_nghiep_qua_Vertex_AI_Studio\" >\u1ee8ng d\u1ee5ng Generative AI cho doanh nghi\u1ec7p qua Vertex AI Studio<\/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\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/#Gimasys_%E2%80%93_Doi_tac_dong_hanh_ung_dung_Generative_AI_voi_Vertex_AI_Studio\" >Gimasys &#8211; \u0110\u1ed1i t\u00e1c \u0111\u1ed3ng h\u00e0nh \u1ee9ng d\u1ee5ng Generative AI v\u1edbi Vertex AI Studio<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gcloudvn.com\/en\/tong-quan-ve-vertex-ai-studio-cong-cu-xay-dung-generative-ai-hang-dau-cua-google\/#Ket_luan\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Vertex_AI_Studio_la_gi\"><\/span><b>Vertex AI Studio l\u00e0 g\u00ec?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>Vertex AI Studio<\/b><span style=\"font-weight: 400;\"> l\u00e0 m\u1ed9t m\u00f4i tr\u01b0\u1eddng t\u01b0\u01a1ng t\u00e1c tr\u1ef1c quan (Giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng &#8211; UI) \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p to\u00e0n di\u1ec7n b\u00ean trong n\u1ec1n t\u1ea3ng Vertex AI c\u1ee7a h\u1ec7 sinh th\u00e1i Google Cloud. C\u00f4ng c\u1ee5 n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n (Developers), chuy\u00ean gia khoa h\u1ecdc d\u1eef li\u1ec7u (Data Scientists) v\u00e0 c\u1ea3 nh\u1eefng nh\u00e2n s\u1ef1 kh\u00f4ng chuy\u00ean s\u00e2u v\u1ec1 l\u1eadp tr\u00ecnh c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u1ea1o nguy\u00ean m\u1eabu (prototype), th\u1eed nghi\u1ec7m, t\u00f9y ch\u1ec9nh v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh Generative AI.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 hi\u1ec3u r\u00f5 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Vertex AI Studio, ch\u00fang ta c\u1ea7n n\u1eafm b\u1eaft kh\u00e1i ni\u1ec7m<\/span><b> Model Garden l\u00e0 g\u00ec.<\/b><span style=\"font-weight: 400;\"> C\u1ee5 th\u1ec3, Model Garden l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n l\u01b0u tr\u1eef h\u00e0ng tr\u0103m m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng (Foundation Models) h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi tr\u00ean Google Cloud. Vertex AI Studio \u0111\u00f3ng vai tr\u00f2 l\u00e0 kh\u00f4ng gian l\u00e0m vi\u1ec7c tr\u1ef1c ti\u1ebfp, n\u01a1i ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn v\u00e0 thi\u1ebft k\u1ebf, t\u00edch h\u1ee3p c\u00e1c m\u00f4 h\u00ecnh t\u1eeb Model Garden \u2013 bao g\u1ed3m vi\u1ec7c khai th\u00e1c s\u1ee9c m\u1ea1nh c\u1ee7a m\u00f4 h\u00ecnh Gemini tr\u00ean Vertex AI, m\u00f4 h\u00ecnh Anthropic Claude, hay c\u00e1c m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf nh\u01b0 Llama v\u00e0 Gemma.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cac_tinh_nang_cot_loi_cua_Vertex_AI_Studio\"><\/span><b>C\u00e1c t\u00ednh n\u0103ng c\u1ed1t l\u00f5i c\u1ee7a Vertex AI Studio<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vertex AI Studio cung c\u1ea5p m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 to\u00e0n di\u1ec7n \u0111\u1ec3 x\u1eed l\u00fd \u0111a d\u1ea1ng c\u00e1c \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u, \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i th\u00e0nh ba nh\u00f3m ch\u1ee9c n\u0103ng ch\u00ednh:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Xu_ly_Ngon_ngu_LanguageText_Chat\"><\/span><b>1. X\u1eed l\u00fd Ng\u00f4n ng\u1eef (Language\/Text &amp; Chat)<\/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;\">Cung c\u1ea5p kh\u00f4ng gian l\u00e0m vi\u1ec7c chuy\u00ean nghi\u1ec7p \u0111\u1ec3 thi\u1ebft k\u1ebf L\u1eddi nh\u1eafc v\u00e0 t\u1ea1o prompt v\u1edbi Vertex AI (Prompt Engineering).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ed7 tr\u1ee3 m\u1ea1nh m\u1ebd c\u00e1c t\u00e1c v\u1ee5 t\u1ea1o l\u1eadp v\u0103n b\u1ea3n, t\u00f3m t\u1eaft t\u00e0i li\u1ec7u quy m\u00f4 l\u1edbn, ph\u00e2n t\u00edch s\u1eafc th\u00e1i ng\u00f4n ng\u1eef (Sentiment Analysis) v\u00e0 tr\u00edch xu\u1ea5t th\u1ef1c th\u1ec3 d\u1eef li\u1ec7u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng Chatbot \u0111\u00e0m tho\u1ea1i th\u00f4ng minh, s\u1edf h\u1eefu kh\u1ea3 n\u0103ng ghi nh\u1edb ng\u1eef c\u1ea3nh t\u1eeb c\u00e1c phi\u00ean h\u1ed9i tho\u1ea1i tr\u01b0\u1edbc \u0111\u00f3.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_Xu_ly_Hinh_anh_VisionImage\"><\/span><b>2. X\u1eed l\u00fd H\u00ecnh \u1ea3nh (Vision\/Image)<\/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\u00edch h\u1ee3p m\u00f4 h\u00ecnh Imagen ti\u00ean ti\u1ebfn nh\u1eb1m h\u1ed7 tr\u1ee3 t\u00ednh n\u0103ng kh\u1edfi t\u1ea1o h\u00ecnh \u1ea3nh t\u1eeb v\u0103n b\u1ea3n (Text-to-Image) v\u1edbi \u0111\u1ed9 ph\u00e2n gi\u1ea3i cao.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 ch\u1ec9nh s\u1eeda h\u00ecnh \u1ea3nh tr\u1ef1c quan (th\u00eam\/b\u1edbt chi ti\u1ebft, m\u1edf r\u1ed9ng khung h\u00ecnh) v\u00e0 ph\u00e2n t\u00edch, nh\u1eadn di\u1ec7n c\u00e1c y\u1ebfu t\u1ed1 c\u00f3 trong h\u00ecnh \u1ea3nh ho\u1eb7c video.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_Xu_ly_Am_thanh_SpeechAudio\"><\/span><b>3. X\u1eed l\u00fd \u00c2m thanh (Speech\/Audio)<\/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;\">H\u1ed7 tr\u1ee3 t\u00ednh n\u0103ng chuy\u1ec3n \u0111\u1ed5i v\u0103n b\u1ea3n th\u00e0nh gi\u1ecdng n\u00f3i (Text-to-Speech) v\u1edbi ng\u1eef \u0111i\u1ec7u t\u1ef1 nhi\u00ean, \u0111a d\u1ea1ng ng\u00f4n ng\u1eef.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u1ef1c hi\u1ec7n chuy\u1ec3n \u0111\u1ed5i gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n (Speech-to-Text) v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao, ph\u1ee5c v\u1ee5 cho vi\u1ec7c t\u1ea1o ph\u1ee5 \u0111\u1ec1 t\u1ef1 \u0111\u1ed9ng ho\u1eb7c tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n t\u1eeb bi\u00ean b\u1ea3n cu\u1ed9c h\u1ecdp.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Tai_sao_doanh_nghiep_nen_su_dung_Vertex_AI_Studio\"><\/span><b>T\u1ea1i sao doanh nghi\u1ec7p n\u00ean s\u1eed d\u1ee5ng Vertex AI Studio?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">S\u1ef1 \u01b0u vi\u1ec7t c\u1ee7a Vertex AI Studio n\u1eb1m \u1edf kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft c\u00e1c tr\u1edf ng\u1ea1i k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng, mang l\u1ea1i nh\u1eefng l\u1ee3i th\u1ebf c\u1ea1nh tranh r\u00f5 r\u1ec7t cho doanh nghi\u1ec7p:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Giao di\u1ec7n Low-code\/No-code th\u00e2n thi\u1ec7n:<\/b><span style=\"font-weight: 400;\"> N\u1ec1n t\u1ea3ng kh\u00f4ng y\u00eau c\u1ea7u k\u1ef9 n\u0103ng vi\u1ebft m\u00e3 ph\u1ee9c t\u1ea1p \u0111\u1ec3 b\u1eaft \u0111\u1ea7u. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 thao t\u00e1c k\u00e9o th\u1ea3 v\u00e0 \u0111i\u1ec1u ch\u1ec9nh c\u00e1c tham s\u1ed1 AI quan tr\u1ecdng (nh\u01b0 Temperature, Token limit) tr\u1ef1c ti\u1ebfp tr\u00ean giao di\u1ec7n web.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>R\u00fat ng\u1eafn th\u1eddi gian ra m\u1eaft s\u1ea3n ph\u1ea9m (Time-to-market):<\/b><span style=\"font-weight: 400;\"> Qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i t\u1eeb m\u1ed9t b\u1ea3n th\u1eed nghi\u1ec7m (Prototype) sang d\u1ea1ng m\u00e3 l\u1eadp tr\u00ecnh (Python, REST API) \u0111\u1ec3 \u0111\u01b0a v\u00e0o m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t (Production) \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n t\u1ef1 \u0111\u1ed9ng ch\u1ec9 v\u1edbi v\u00e0i thao t\u00e1c nh\u1ea5p chu\u1ed9t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>B\u1ea3o m\u1eadt v\u00e0 Quy\u1ec1n ri\u00eang t\u01b0 c\u1ea5p doanh nghi\u1ec7p: <\/b><span style=\"font-weight: 400;\">D\u1eef li\u1ec7u n\u1ed9i b\u1ed9 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o Vertex AI Studio (bao g\u1ed3m c\u00e1c prompt truy v\u1ea5n v\u00e0 d\u1eef li\u1ec7u d\u00f9ng \u0111\u1ec3 tinh ch\u1ec9nh) tuy\u1ec7t \u0111\u1ed1i kh\u00f4ng \u0111\u01b0\u1ee3c Google s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh AI c\u00f4ng khai. D\u1eef li\u1ec7u lu\u00f4n \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 nghi\u00eam ng\u1eb7t trong ranh gi\u1edbi m\u1ea1ng \u0111\u00e1m m\u00e2y c\u1ee7a doanh nghi\u1ec7p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kh\u1ea3 n\u0103ng tinh ch\u1ec9nh (Fine-tuning) linh ho\u1ea1t:<\/b><span style=\"font-weight: 400;\"> Doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u1ea3i l\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111\u1eb7c th\u00f9 \u0111\u1ec3 hu\u1ea5n luy\u1ec7n chuy\u00ean s\u00e2u cho m\u00f4 h\u00ecnh. \u0110i\u1ec1u n\u00e0y gi\u00fap AI \u0111\u01b0a ra c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi mang \u0111\u1eadm phong c\u00e1ch, ki\u1ebfn th\u1ee9c chuy\u00ean ng\u00e0nh v\u00e0 ti\u00eau chu\u1ea9n c\u1ee7a th\u01b0\u01a1ng hi\u1ec7u.<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/google-recaptcha-la-gi-phan-biet-chi-tiet-cac-phien-ban-v2-v3-va-recaptcha-enterprise-viet-web\/attachment\/vertex-ai-scaled\/\" rel=\"attachment wp-att-25774\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25774\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/vertex-ai-scaled-1.jpg\" alt=\"\" width=\"2560\" height=\"1439\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/vertex-ai-scaled-1.jpg 2560w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/vertex-ai-scaled-1-768x432.jpg 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/vertex-ai-scaled-1-1536x863.jpg 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/vertex-ai-scaled-1-2048x1151.jpg 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/vertex-ai-scaled-1-18x10.jpg 18w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Ung_dung_Generative_AI_cho_doanh_nghiep_qua_Vertex_AI_Studio\"><\/span><b>\u1ee8ng d\u1ee5ng Generative AI cho doanh nghi\u1ec7p qua Vertex AI Studio<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Th\u00f4ng qua Vertex AI Studio, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 thi\u1ebft k\u1ebf nhi\u1ec1u b\u00e0i to\u00e1n th\u1ef1c ti\u1ec5n (Use-cases) mang l\u1ea1i gi\u00e1 tr\u1ecb cao:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tr\u1ee3 l\u00fd \u1ea3o h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng (Virtual Assistant): <\/b><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng Chatbot t\u1ef1 \u0111\u1ed9ng truy xu\u1ea5t t\u00e0i li\u1ec7u h\u01b0\u1edbng d\u1eabn s\u1ea3n ph\u1ea9m \u0111\u1ec3 gi\u1ea3i \u0111\u00e1p truy v\u1ea5n c\u1ee7a kh\u00e1ch h\u00e0ng m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c (th\u01b0\u1eddng k\u1ebft h\u1ee3p v\u1edbi ki\u1ebfn tr\u00fac RAG).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u00f4ng c\u1ee5 s\u00e1ng t\u1ea1o n\u1ed9i dung t\u1ef1 \u0111\u1ed9ng: <\/b><span style=\"font-weight: 400;\">H\u1ed7 tr\u1ee3 b\u1ed9 ph\u1eadn Marketing t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh so\u1ea1n th\u1ea3o email, l\u00ean d\u00e0n \u00fd b\u00e0i blog, ho\u1eb7c thi\u1ebft k\u1ebf h\u00ecnh \u1ea3nh minh h\u1ecda cho c\u00e1c chi\u1ebfn d\u1ecbch truy\u1ec1n th\u00f4ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ef1 \u0111\u1ed9ng h\u00f3a x\u1eed l\u00fd v\u0103n b\u1ea3n h\u00e0nh ch\u00ednh:<\/b><span style=\"font-weight: 400;\"> \u1ee8ng d\u1ee5ng AI \u0111\u1ec3 ph\u00e2n t\u00edch, \u0111\u1ed1i chi\u1ebfu v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c tr\u01b0\u1eddng d\u1eef li\u1ec7u quan tr\u1ecdng t\u1eeb nh\u1eefng h\u1ee3p \u0111\u1ed3ng ph\u00e1p l\u00fd ho\u1eb7c h\u00f3a \u0111\u01a1n \u0111\u1ecbnh d\u1ea1ng PDF d\u00e0i h\u00e0ng tr\u0103m trang.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Gimasys_%E2%80%93_Doi_tac_dong_hanh_ung_dung_Generative_AI_voi_Vertex_AI_Studio\"><\/span><b>Gimasys &#8211; \u0110\u1ed1i t\u00e1c \u0111\u1ed3ng h\u00e0nh \u1ee9ng d\u1ee5ng Generative AI v\u1edbi Vertex AI Studio<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/\">International Management System Integration Co., Ltd (Gimasys)<\/a> t\u1ef1 h\u00e0o l\u00e0 \u0110\u1ed1i t\u00e1c chi\u1ebfn l\u01b0\u1ee3c c\u1ea5p cao (Premier Partner) c\u1ee7a Google Cloud t\u1ea1i Vi\u1ec7t Nam. V\u1edbi h\u01a1n 20 n\u0103m kinh nghi\u1ec7m trong l\u0129nh v\u1ef1c t\u01b0 v\u1ea5n v\u00e0 tri\u1ec3n khai chuy\u1ec3n \u0111\u1ed5i s\u1ed1, c\u00f9ng \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 s\u1edf h\u1eefu c\u00e1c ch\u1ee9ng ch\u1ec9 AI\/Machine Learning chuy\u00ean s\u00e2u t\u1eeb Google, Gimasys cam k\u1ebft mang l\u1ea1i c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i v\u00e0 ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi c\u1ea5u tr\u00fac v\u1eadn h\u00e0nh c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n<p><b>H\u1ec7 sinh th\u00e1i d\u1ecbch v\u1ee5 tri\u1ec3n khai Vertex AI Studio c\u1ee7a Gimasys bao g\u1ed3m:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u00e0o t\u1ea1o &amp; H\u01b0\u1edbng d\u1eabn Prompt Engineering: T\u1ed5 ch\u1ee9c c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o n\u1ed9i b\u1ed9, gi\u00fap \u0111\u1ed9i ng\u0169 nh\u00e2n s\u1ef1 c\u1ee7a kh\u00e1ch h\u00e0ng n\u1eafm v\u1eefng k\u1ef9 n\u0103ng s\u1eed d\u1ee5ng Vertex AI Studio v\u00e0 ngh\u1ec7 thu\u1eadt thi\u1ebft k\u1ebf c\u00e2u l\u1ec7nh (Prompt) \u0111\u1ec3 khai th\u00e1c t\u1ed1i \u0111a s\u1ee9c m\u1ea1nh c\u1ee7a m\u00f4 h\u00ecnh Gemini\/PaLM.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u01b0 v\u1ea5n ki\u1ebfn tr\u00fac &amp; Tinh ch\u1ec9nh m\u00f4 h\u00ecnh (Fine-tuning): H\u1ed7 tr\u1ee3 chu\u1ea9n b\u1ecb, l\u00e0m s\u1ea1ch c\u01a1 s\u1edf d\u1eef li\u1ec7u (Data Preparation) v\u00e0 th\u1ef1c hi\u1ec7n qu\u00e1 tr\u00ecnh tinh ch\u1ec9nh m\u00f4 h\u00ecnh ngay tr\u00ean n\u1ec1n t\u1ea3ng, t\u1ea1o ra h\u1ec7 th\u1ed1ng AI mang t\u00ednh c\u00e1 nh\u00e2n h\u00f3a cao.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng (System Integration): \u0110\u1ed9i ng\u0169 chuy\u00ean gia l\u1eadp tr\u00ecnh h\u1ed7 tr\u1ee3 tr\u00edch xu\u1ea5t m\u00e3 code t\u1eeb Vertex AI Studio v\u00e0 t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng hi\u1ec7n h\u00e0nh (App, Web, h\u1ec7 th\u1ed1ng CRM), ho\u1eb7c k\u1ebft h\u1ee3p v\u1edbi ki\u1ebfn tr\u00fac RAG nh\u1eb1m \u0111\u1ea3m b\u1ea3o t\u00ednh x\u00e1c th\u1ef1c c\u1ee7a d\u1eef li\u1ec7u \u0111\u1ea7u ra.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea3o m\u1eadt &amp; T\u1ed1i \u01b0u chi ph\u00ed: Thi\u1ebft l\u1eadp c\u00e1c quy t\u1eafc ki\u1ec3m so\u00e1t truy c\u1eadp v\u00e0 b\u1ea3o m\u1eadt m\u1ea1ng (IAM, VPC) tr\u00ean Google Cloud, \u0111\u1ed3ng th\u1eddi gi\u00e1m s\u00e1t chi ph\u00ed g\u1ecdi API theo th\u1eddi gian th\u1ef1c (FinOps), b\u1ea3o \u0111\u1ea3m d\u1ef1 \u00e1n AI v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3 trong ph\u1ea1m vi ng\u00e2n s\u00e1ch cho ph\u00e9p.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><b>Conclusion<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vertex AI Studio \u0111\u00f3ng vai tr\u00f2 l\u00e0 b\u1ec7 ph\u00f3ng ho\u00e0n h\u1ea3o k\u1ebft n\u1ed1i gi\u1eefa nh\u1eefng c\u00f4ng ngh\u1ec7 AI n\u1ec1n t\u1ea3ng ph\u1ee9c t\u1ea1p v\u00e0 nhu c\u1ea7u \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n c\u1ee7a doanh nghi\u1ec7p. N\u1ec1n t\u1ea3ng n\u00e0y g\u00f3p ph\u1ea7n &#8220;d\u00e2n ch\u1ee7 h\u00f3a&#8221; s\u1ee9c m\u1ea1nh c\u1ee7a Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p nhanh ch\u00f3ng ki\u1ebfn t\u1ea1o n\u00ean nh\u1eefng gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t l\u00e0m vi\u1ec7c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Doanh nghi\u1ec7p c\u1ee7a b\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng t\u1ea1o ra b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 chi\u1ebfn l\u01b0\u1ee3c v\u1edbi Generative AI? B\u1ea1n \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t m\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m AI an to\u00e0n, m\u1ea1nh m\u1ebd v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c ti\u00eau chu\u1ea9n b\u1ea3o m\u1eadt kh\u1eaft khe?<\/span><\/p>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/dang-ky-dung-thu\/\"><b>H\u00e3y li\u00ean h\u1ec7 ngay v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia c\u1ee7a Gimasys<\/b><\/a><span style=\"font-weight: 400;\"> \u0111\u1ec3 \u0111\u0103ng k\u00fd tr\u1ea3i nghi\u1ec7m b\u1ea3n Demo tr\u1ef1c ti\u1ebfp v\u1ec1 Vertex AI Studio, \u0111\u1ed3ng th\u1eddi nh\u1eadn \u0111\u01b0\u1ee3c s\u1ef1 t\u01b0 v\u1ea5n chuy\u00ean s\u00e2u nh\u1eb1m thi\u1ebft k\u1ebf l\u1ed9 tr\u00ecnh t\u00edch h\u1ee3p AI \u0111\u1ed9c quy\u1ec1n cho t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n!<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh (Generative AI) \u0111ang mang l\u1ea1i nh\u1eefng ti\u1ec1m n\u0103ng to l\u1edbn trong vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u1eadn h\u00e0nh v\u00e0 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng. M\u1eb7c d\u00f9 v\u1eady, qu\u00e1 tr\u00ecnh \u0111\u01b0a c\u00e1c m\u00f4&hellip;<\/p>","protected":false},"author":2,"featured_media":25792,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-25791","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\/25791","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=25791"}],"version-history":[{"count":2,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25791\/revisions"}],"predecessor-version":[{"id":25794,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25791\/revisions\/25794"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/25792"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=25791"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=25791"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=25791"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}