{"id":19620,"date":"2024-08-02T09:51:23","date_gmt":"2024-08-02T02:51:23","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=19620"},"modified":"2024-09-16T15:22:09","modified_gmt":"2024-09-16T08:22:09","slug":"vertex-ai-la-gi","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/","title":{"rendered":"Vertex AI l\u00e0 g\u00ec? C\u00e1ch th\u1ee9c s\u1eed d\u1ee5ng Google Vertex AI"},"content":{"rendered":"<p><i><span style=\"font-weight: 400;\">V\u1edbi m\u1ee5c ti\u00eau tri\u1ec3n khai v\u00e0 ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh ML m\u1ed9t c\u00e1ch nhanh ch\u00f3ng hi\u1ec7u qu\u1ea3, Google Cloud \u0111\u00e3 cho ra \u0111\u1eddi Vertex AI v\u00e0o n\u0103m 2021, v\u1eady c\u00f9ng t\u00ecm hi\u1ec3u <\/span><\/i><b><i>Vertex AI<\/i><\/b><i><span style=\"font-weight: 400;\"> l\u00e0 g\u00ec v\u00e0 c\u00e1ch th\u1ee9c s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng AI m\u1ea1nh m\u1ebd t\u1eeb Google\u00a0<\/span><\/i><b><\/b><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 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\/kienthuc\/vertex-ai-la-gi\/#Vertex_AI_la_gi\" >Vertex AI l\u00e0 g\u00ec?\u00a0<\/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\/kienthuc\/vertex-ai-la-gi\/#Vertex_AI_dung_de_lam_gi\" >Vertex AI d\u00f9ng \u0111\u1ec3 l\u00e0m g\u00ec?<\/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\/kienthuc\/vertex-ai-la-gi\/#Phan_tich_hau_het_thong_tin_voi_cong_cu_manh_me_Gemini\" >Ph\u00e2n t\u00edch h\u1ea7u h\u1ebft th\u00f4ng tin v\u1edbi c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd Gemini<\/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\/kienthuc\/vertex-ai-la-gi\/#Cong_cu_MLOps_cho_AI_du_doan_va_tong_hop_Predictive_generative_AI\" >C\u00f4ng c\u1ee5 MLOps cho AI d\u1ef1 \u0111o\u00e1n v\u00e0 t\u1ed5ng h\u1ee3p ( Predictive &amp; generative AI)<\/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\/kienthuc\/vertex-ai-la-gi\/#Dao_tao_va_trien_khai_mo_hinh_chuyen_gia\" >\u0110\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh chuy\u00ean gia<\/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\/kienthuc\/vertex-ai-la-gi\/#Tich_hop_voi_hon_130_mo_hinh_Generative_AI_va_cong_cu\" >T\u00edch h\u1ee3p v\u1edbi h\u01a1n 130 m\u00f4 h\u00ecnh Generative AI v\u00e0 c\u00f4ng c\u1ee5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Chuan_bi_du_lieu_hop_nhat\" >Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u h\u1ee3p nh\u1ea5t<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Tu_dong_hoa_va_mo_rong_quy_mo_du_an\" >T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 d\u1ef1 \u00e1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Cong_cu_tim_kiem_tro_chuyen\" >C\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm &amp; tr\u00f2 chuy\u1ec7n\u00a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Tai_sao_nen_doanh_nghiep_nen_lua_chon_Vertex_AI\" >T\u1ea1i sao n\u00ean doanh nghi\u1ec7p n\u00ean l\u1ef1a ch\u1ecdn 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-11\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Tai_nguyen_ha_tang_luon_san_sang\" >T\u00e0i nguy\u00ean h\u1ea1 t\u1ea7ng lu\u00f4n s\u1eb5n s\u00e0ng\u00a0<\/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\/kienthuc\/vertex-ai-la-gi\/#Nen_tang_duy_nhat_cho_cac_ung_dung_AI_va_ML\" >N\u1ec1n t\u1ea3ng duy nh\u1ea5t cho c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 ML<\/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\/kienthuc\/vertex-ai-la-gi\/#Ho_tro_ma_nguon_mo_Open_source\" >H\u1ed7 tr\u1ee3 m\u00e3 ngu\u1ed3n m\u1edf (Open source)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Toi_uu_chi_phi_va_thoi_gian\" >T\u1ed1i \u01b0u chi ph\u00ed v\u00e0 th\u1eddi gian<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Nang_cao_trai_nghiem_nguoi_dung\" >N\u00e2ng cao tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Cach_tinh_phi_Vertex_AI\" >C\u00e1ch t\u00ednh ph\u00ed Vertex AI\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Cac_cau_hoi_thuong_gap_ve_Vertex_AI\" >C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 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-18\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Vertex_AI_co_cung_cap_dich_vu_mien_phi_khong\" >Vertex AI c\u00f3 cung c\u1ea5p d\u1ecbch v\u1ee5 mi\u1ec5n ph\u00ed kh\u00f4ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Vertex_AI_phu_hop_voi_doi_tuong_khach_hang_nao\" >Vertex AI ph\u00f9 h\u1ee3p v\u1edbi \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#De_su_dung_Vertex_AI_thi_nguoi_dung_can_co_nhung_yeu_cau_gi\" >\u0110\u1ec3 s\u1eed d\u1ee5ng Vertex AI th\u00ec ng\u01b0\u1eddi d\u00f9ng c\u1ea7n c\u00f3 nh\u1eefng y\u00eau c\u1ea7u g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Vertex_AI_co_che_do_bao_mat_tot_khong\" >Vertex AI c\u00f3 ch\u1ebf \u0111\u1ed9 b\u1ea3o m\u1eadt t\u1ed1t kh\u00f4ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/vertex-ai-la-gi\/#Dich_vu_Vertex_AI_co_duoc_ho_tro_khong\" >D\u1ecbch v\u1ee5 Vertex AI c\u00f3 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 kh\u00f4ng?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Vertex_AI_la_gi\"><\/span><b>Vertex AI l\u00e0 g\u00ec?\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>Vertex AI<\/b><span style=\"font-weight: 400;\"> l\u00e0 n\u1ec1n t\u1ea3ng m\u00e1y h\u1ecdc (Machine Learning) c\u1ee7a Google Cloud cho ph\u00e9p \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh ML v\u00e0 \u1ee9ng d\u1ee5ng AI, \u0111\u1ed3ng th\u1eddi t\u00f9y ch\u1ec9nh c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef (LLM) \u0111\u1ec3 s\u1eed d\u1ee5ng trong c\u00e1c \u1ee9ng d\u1ee5ng h\u1ed7 tr\u1ee3 c\u00f4ng ngh\u1ec7 AI. V\u1edbi s\u1ee9c m\u1ea1nh k\u1ebft h\u1ee3p t\u1eeb khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 ML, Vertex AI cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng c\u1ed9ng t\u00e1c \u0111\u1ec3 s\u1eed d\u1ee5ng c\u00e1c b\u1ed9 c\u00f4ng c\u1ee5 c\u0169ng nh\u01b0 m\u1edf r\u1ed9ng \u1ee9ng d\u1ee5ng th\u00f4ng qua vi\u1ec7c t\u1eadn d\u1ee5ng \u01b0u \u0111i\u1ec3m c\u1ee7a Google Cloud.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20107\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/08\/Vertex-AI-la-gi.jpg\" alt=\"Vertex AI l\u00e0 g\u00ec\" width=\"512\" height=\"252\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/08\/Vertex-AI-la-gi.jpg 512w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/08\/Vertex-AI-la-gi-18x9.jpg 18w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><b><\/b><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Vertex_AI_dung_de_lam_gi\"><\/span><b>Vertex AI d\u00f9ng \u0111\u1ec3 l\u00e0m g\u00ec?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Phan_tich_hau_het_thong_tin_voi_cong_cu_manh_me_Gemini\"><\/span><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch h\u1ea7u h\u1ebft th\u00f4ng tin v\u1edbi c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd <\/span><b>Gemini<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Vertex AI hi\u1ec7n cung c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o Gemini &#8211; m\u1ed9t m\u00f4 h\u00ecnh \u0111a ph\u01b0\u01a1ng th\u1ee9c m\u1ea1nh m\u1ebd t\u1eeb Google DeepMind, c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u h\u1ea7u nh\u01b0 m\u1ecdi th\u00f4ng tin \u0111\u1ea7u v\u00e0o, k\u1ebft h\u1ee3p c\u00e1c lo\u1ea1i th\u00f4ng tin kh\u00e1c nhau \u0111\u1ec3 cung c\u1ea5p \u0111a ph\u1ea7n th\u00f4ng tin \u0111\u1ea7u ra. Vertex AI th\u00f4ng qua Gemini c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c \u0111\u1ecbnh d\u1ea1ng nh\u01b0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video ho\u1eb7c m\u00e3. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng kh\u1ea3 n\u0103ng suy lu\u1eadn n\u00e2ng cao c\u1ee7a Gemini, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng c\u00f3 th\u1ec3 th\u1eed c\u00e1c sample prompts\u00a0 \u0111\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n t\u1eeb h\u00ecnh \u1ea3nh, chuy\u1ec3n \u0111\u1ed5i v\u0103n b\u1ea3n h\u00ecnh \u1ea3nh th\u00e0nh JSON v\u00e0 th\u1eadm ch\u00ed t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi v\u1ec1 h\u00ecnh \u1ea3nh \u0111\u00e3 t\u1ea3i l\u00ean \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng AI th\u1ebf h\u1ec7 ti\u1ebfp theo.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Cong_cu_MLOps_cho_AI_du_doan_va_tong_hop_Predictive_generative_AI\"><\/span><span style=\"font-weight: 400;\">C\u00f4ng c\u1ee5 MLOps cho AI d\u1ef1 \u0111o\u00e1n v\u00e0 t\u1ed5ng h\u1ee3p ( Predictive &amp; generative AI)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">N\u1ec1n t\u1ea3ng AI c\u1ee7a Vertex cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 MLOps \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u00e0nh cho Data Engineer v\u00e0 k\u1ef9 s\u01b0 ML t\u1ef1 \u0111\u1ed9ng, ti\u00eau chu\u1ea9n h\u00f3a v\u00e0 d\u1ec5 d\u00e0ng qu\u1ea3n l\u00fd c\u00e1c d\u1ef1 \u00e1n ML.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Dao_tao_va_trien_khai_mo_hinh_chuyen_gia\"><\/span><span style=\"font-weight: 400;\">\u0110\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh chuy\u00ean gia<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00f3 3\u00a0 l\u1ef1a ch\u1ecdn \u0111\u1ec3 s\u1eed d\u1ee5ng Vertex AI trong vi\u1ec7c \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AutoML: <\/b><span style=\"font-weight: 400;\">Cho ph\u00e9p hu\u1ea5n luy\u1ec7n d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng, h\u00ecnh \u1ea3nh, v\u0103n b\u1ea3n ho\u1eb7c video m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft m\u00e3 hay ph\u00e2n t\u00e1ch d\u1eef li\u1ec7u. \u0110\u00e2y l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1i \u01b0u h\u01a1n cho ng\u01b0\u1eddi m\u1edbi s\u1eed d\u1ee5ng khi ch\u01b0a c\u00f3 nhi\u1ec1u kinh nghi\u1ec7m \u0111\u00e0o t\u1ea1o tri\u1ec3n khai m\u00f4 h\u00ecnh.\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Custom training<\/b><span style=\"font-weight: 400;\">: cung c\u1ea5p to\u00e0n quy\u1ec1n ki\u1ec3m so\u00e1t qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o, bao g\u1ed3m s\u1eed d\u1ee5ng framework ML, t\u1ef1 vi\u1ebft m\u00e3 \u0111\u00e0o t\u1ea1o v\u00e0 ch\u1ecdn c\u00e1c t\u00f9y ch\u1ecdn \u0111i\u1ec1u ch\u1ec9nh si\u00eau tham s\u1ed1.<\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Model Garden<\/b><span style=\"font-weight: 400;\"> cho ph\u00e9p kh\u00e1m ph\u00e1, th\u1eed nghi\u1ec7m, t\u00f9y ch\u1ec9nh v\u00e0 tri\u1ec3n khai Vertex AI c\u0169ng nh\u01b0 ch\u1ecdn c\u00e1c m\u00f4 h\u00ecnh v\u00e0 n\u1ed9i dung open-source (OSS).<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Tich_hop_voi_hon_130_mo_hinh_Generative_AI_va_cong_cu\"><\/span><span style=\"font-weight: 400;\">T\u00edch h\u1ee3p v\u1edbi h\u01a1n 130 m\u00f4 h\u00ecnh Generative AI v\u00e0 c\u00f4ng c\u1ee5<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">S\u1ef1 t\u00edch h\u1ee3p c\u1ee7a Vertex AI v\u1edbi Generative AI cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp v\u00e0o c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng Generative AI c\u1ee7a Google qua nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c nh\u01b0 v\u0103n b\u1ea3n, m\u00e3 code, h\u00ecnh \u1ea3nh, gi\u1ecdng n\u00f3i. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef c\u1ee7a Google theo nhu c\u1ea7u ri\u00eang sau \u0111\u00f3 tri\u1ec3n khai v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng h\u1ed7 tr\u1ee3 AI.\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Chuan_bi_du_lieu_hop_nhat\"><\/span><span style=\"font-weight: 400;\">Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u h\u1ee3p nh\u1ea5t<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">B\u1ed9 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd b\u1edfi Vertex AI c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p t\u1eadp h\u1ee3p chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u tr\u01b0\u1edbc khi \u0111\u00e0o t\u1ea1o. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nh\u1eadp d\u1eef li\u1ec7u v\u00e0o t\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd v\u00e0 t\u00f9y v\u00e0o dung l\u01b0\u1ee3ng hi\u1ec7n c\u00f3 doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Vertex AI SDK cho Python \u0111\u1ec3 ch\u1ea1y to\u00e0n b\u1ed9 quy tr\u00ecnh m\u00e1y h\u1ecdc trong Vertex AI Workbench ho\u1eb7c c\u1ed9ng t\u00e1c v\u1edbi m\u1ed9t nh\u00f3m \u0111\u1ec3 ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh c\u1ee7a m\u00ecnh trong Colab Enterprise ( m\u1ed9t phi\u00ean b\u1ea3n Colaboratory \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi Vertex AI)<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tu_dong_hoa_va_mo_rong_quy_mo_du_an\"><\/span><span style=\"font-weight: 400;\">T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 d\u1ef1 \u00e1n<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Sau khi l\u1ef1a ch\u1ecdn tri\u1ec3n khai m\u00f4 h\u00ecnh theo nhu c\u1ea7u, b\u1ea1n c\u00f3 th\u1ec3\u00a0 s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 MLOps c\u1ee7a Vertex AI \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 d\u1ef1 \u00e1n trong su\u1ed1t v\u00f2ng \u0111\u1eddi ML. C\u00e1c c\u00f4ng c\u1ee5 MLOps n\u00e0y ch\u1ea1y tr\u00ean fully-managed infrastructure v\u00e0 b\u1ea1n c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh ch\u00fang d\u1ef1a tr\u00ean hi\u1ec7u su\u1ea5t v\u00e0 nhu c\u1ea7u ng\u00e2n s\u00e1ch c\u1ee7a m\u00ecnh.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Cong_cu_tim_kiem_tro_chuyen\"><\/span><span style=\"font-weight: 400;\">C\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm &amp; tr\u00f2 chuy\u1ec7n\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Vertex AI Search v\u00e0 Conversation l\u00e0 c\u00e1ch nhanh nh\u1ea5t \u0111\u1ec3 c\u00e1c developer x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng tr\u00f2 chuy\u1ec7n v\u00e0 t\u00ecm ki\u1ebfm \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI d\u00e0nh cho doanh nghi\u1ec7p. V\u1edbi kh\u1ea3 n\u0103ng \u0111i\u1ec1u ph\u1ed1i d\u1ec5 d\u00e0ng c\u0169ng nh\u01b0\u00a0 \u0111\u1ea3m b\u1ea3o quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u Vertex AI Search &amp; Conversation cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai \u1ee9ng d\u1ee5ng m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, hi\u1ec7u qu\u1ea3.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tai_sao_nen_doanh_nghiep_nen_lua_chon_Vertex_AI\"><\/span><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20108\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/08\/Vertex-AI-dung-de-lam-gi.jpg\" alt=\"Vertex AI d\u00f9ng \u0111\u1ec3 l\u00e0m g\u00ec\" width=\"512\" height=\"288\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/08\/Vertex-AI-dung-de-lam-gi.jpg 512w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/08\/Vertex-AI-dung-de-lam-gi-18x10.jpg 18w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><br \/>\n<span style=\"font-size: 18px;\"><b style=\"color: #202124;\">T\u1ea1i sao n\u00ean doanh nghi\u1ec7p n\u00ean l\u1ef1a ch\u1ecdn Vertex AI<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Tai_nguyen_ha_tang_luon_san_sang\"><\/span><span style=\"font-weight: 400;\">T\u00e0i nguy\u00ean h\u1ea1 t\u1ea7ng lu\u00f4n s\u1eb5n s\u00e0ng\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng m\u00e1y h\u1ecdc lu\u00f4n t\u1ed1n r\u1ea5t nhi\u1ec1u t\u00e0i nguy\u00ean chi ph\u00ed, tuy nhi\u00ean v\u1edbi Vertex AI, b\u1ea1n c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 v\u00e0 t\u00ednh ph\u00ed theo \u0111\u00fang m\u1ee9c s\u1eed d\u1ee5ng th\u1ef1c t\u1ebf. N\u1ec1n t\u1ea3ng h\u1ea1 t\u1ea7ng \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd b\u1edfi Google Cloud gi\u00fap doanh nghi\u1ec7p kh\u00f4ng g\u1eb7p v\u1ea5n \u0111\u1ec1 v\u1ec1 vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n l\u00fd h\u1ea1 t\u1ea7ng b\u00ean d\u01b0\u1edbi.\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Nen_tang_duy_nhat_cho_cac_ung_dung_AI_va_ML\"><\/span><span style=\"font-weight: 400;\">N\u1ec1n t\u1ea3ng duy nh\u1ea5t cho c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 ML<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00e1c t\u00e0i nguy\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 M\u00e1y h\u1ecdc (ML) \u0111\u1ec1u \u0111\u01b0\u1ee3c build tr\u00ean m\u1ed9t n\u1ec1n t\u1ea3ng v\u1edbi Vertex AI, nh\u1edd \u0111\u00f3 t\u1ea5t c\u1ea3 c\u00e1c quy trinh chia s\u1ebb th\u00f4ng tin gi\u1eefa c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ec1u \u0111\u01b0\u1ee3c \u0111\u1ed3ng b\u1ed9 h\u00f3a tr\u00ean m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 duy nh\u1ea5t, qua \u0111\u00f3 h\u1ed7 tr\u1ee3 c\u1eaft gi\u1ea3m chi ph\u00ed c\u0169ng nh\u01b0 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c chia s\u1ebb d\u1eef li\u1ec7u trong n\u1ed9i b\u1ed9 doanh nghi\u1ec7p.\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Ho_tro_ma_nguon_mo_Open_source\"><\/span><span style=\"font-weight: 400;\">H\u1ed7 tr\u1ee3 m\u00e3 ngu\u1ed3n m\u1edf (Open source)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">M\u00e3 ngu\u1ed3n m\u1edf hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng v\u00f4 c\u00f9ng ph\u1ed5 bi\u1ebfn nh\u01b0 PyTorch<\/span><\/p>\n<p><span style=\"font-weight: 400;\">PyTorch hay TensorFlow. Vertex AI c\u00f3 kh\u1ea3 n\u0103ng h\u1ed7 tr\u1ee3 c\u00e1c m\u00e3 ngu\u1ed3n m\u1edf n\u00e0y v\u00e0 nh\u1edd \u0111\u00f3 doanh nghi\u1ec7p d\u1ec5 d\u00e0ng t\u00edch h\u1ee3p chuy\u1ec3n \u0111\u1ed5i l\u00ean Google Cloud d\u1ec5 d\u00e0ng h\u01a1n.\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Toi_uu_chi_phi_va_thoi_gian\"><\/span><span style=\"font-weight: 400;\">T\u1ed1i \u01b0u chi ph\u00ed v\u00e0 th\u1eddi gian<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">V\u1edbi Vertex AI, c\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y s\u1ebd ch\u1ea1y tr\u00ean n\u1ec1n t\u1ea3ng c\u1ee7a Google Cloud do \u0111\u00f3 kh\u00f4ng c\u1ea7n quan t\u00e2m t\u1edbi chi ph\u00ed ph\u1ea7n c\u1ee9ng c\u0169ng nh\u01b0 qu\u1ea3n l\u00fd c\u1ea5u h\u00ecnh h\u1ea1 t\u1ea7ng b\u00ean d\u01b0\u1edbi m\u00e0 ch\u1ec9 c\u1ea7n t\u1eadp trung ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh \u1ee9ng d\u1ee5ng theo nhu c\u1ea7u doanh nghi\u1ec7p. Nh\u1edd \u0111\u00f3 gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian chi ph\u00ed trong qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 Google Cloud.\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Nang_cao_trai_nghiem_nguoi_dung\"><\/span><span style=\"font-weight: 400;\">N\u00e2ng cao tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">S\u1edf h\u1eefu s\u1ee9c m\u1ea1nh m\u00e1y h\u1ecdc, ph\u00e2n t\u00edch chuy\u00ean s\u00e2u, Vertex AI s\u1ebd gi\u00fap t\u1ed1i \u01b0u h\u00f3a tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng doanh nghi\u1ec7p th\u00f4ng qua vi\u1ec7c ph\u00e2n t\u00edch c\u00e1 nh\u00e2n h\u00f3a c\u00e1c nhu c\u1ea7u th\u1ef1c t\u1ebf c\u1ee7a kh\u00e1ch h\u00e0ng.<\/span><\/p>\n<p><b><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20109\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/08\/Tai-sao-nen-doanh-nghiep-nen-lua-chon-Vertex-AI.png\" alt=\"T\u1ea1i sao n\u00ean doanh nghi\u1ec7p n\u00ean l\u1ef1a ch\u1ecdn Vertex AI\" width=\"512\" height=\"436\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/08\/Tai-sao-nen-doanh-nghiep-nen-lua-chon-Vertex-AI.png 512w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/08\/Tai-sao-nen-doanh-nghiep-nen-lua-chon-Vertex-AI-14x12.png 14w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/b><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cach_tinh_phi_Vertex_AI\"><\/span><b>C\u00e1ch t\u00ednh ph\u00ed Vertex AI\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Gi\u1ed1ng nh\u01b0 t\u1ea5t c\u1ea3 c\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c c\u1ee7a Google Cloud, Vertex AI c\u0169ng t\u00ednh ph\u00ed theo m\u1ee9c s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3 t\u1eeb ng\u01b0\u1eddi d\u00f9ng (pay as you go), m\u1ed9t s\u1ed1 y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng t\u1edbi t\u1ed5ng ph\u00ed s\u1eed d\u1ee5ng vertex AI nh\u01b0 sau:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00e0i nguy\u00ean s\u1eed d\u1ee5ng<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u01b0u l\u01b0\u1ee3ng truy c\u1eadp<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u1eddi gian s\u1eed d\u1ee5ng<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Lo\u1ea1i h\u00ecnh d\u1ecbch v\u1ee5 \u0111\u0103ng k\u00fd s\u1eed d\u1ee5ng, m\u1ed9t s\u1ed1 d\u1ecbch v\u1ee5 c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn nh\u01b0:\u00a0\u00a0<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Generative AI:\u00a0<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">T\u1ea1o h\u00ecnh \u1ea3nh b\u1eb1ng AI\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">Tr\u00f2 chuy\u1ec7n, nh\u1eafn tin v\u00e0 vi\u1ebft m\u00e3<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">M\u00f4 h\u00ecnh AutoML:<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">\u0110\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai v\u00e0 d\u1ef1 \u0111o\u00e1n d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">\u00a0\u0110\u00e0o t\u1ea1o v\u00e0 d\u1ef1 \u0111o\u00e1n d\u1eef li\u1ec7u video<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">\u00a0\u0110\u00e0o t\u1ea1o v\u00e0 d\u1ef1 \u0111o\u00e1n v\u1edbi d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">T\u1ea3i l\u00ean d\u1eef li\u1ec7u v\u0103n b\u1ea3n, \u0111\u00e0o t\u1ea1o, tri\u1ec3n khai, d\u1ef1 \u0111o\u00e1n.<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Custom-trained models: \u0110\u00e0o t\u1ea1o m\u00f4 h\u00ecnh t\u00f9y ch\u1ec9nh theo nhu c\u1ea7u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Vertex AI notebooks:\u00a0<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">T\u00e0i nguy\u00ean Compute v\u00e0 Storage\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">Ph\u00ed qu\u1ea3n l\u00fd<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Vertex AI Pipelines: Chi ph\u00ed th\u1ef1c hi\u1ec7n v\u00e0 c\u00e1c chi ph\u00ed kh\u00e1c<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Vertex AI Vector Search: Chi ph\u00ed x\u00e2y d\u1ef1ng v\u00e0 ph\u1ee5c v\u1ee5<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cac_cau_hoi_thuong_gap_ve_Vertex_AI\"><\/span><b>C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 Vertex AI<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Vertex_AI_co_cung_cap_dich_vu_mien_phi_khong\"><\/span><span style=\"font-weight: 400;\">Vertex AI c\u00f3 cung c\u1ea5p d\u1ecbch v\u1ee5 mi\u1ec5n ph\u00ed kh\u00f4ng?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00f3 nh\u01b0ng h\u1ea1n ch\u1ebf. Vertex AI cung c\u1ea5p m\u1ed9t s\u1ed1 d\u1ecbch v\u1ee5 mi\u1ec5n ph\u00ed, ch\u1eb3ng h\u1ea1n nh\u01b0 d\u1ecbch v\u1ee5 m\u00e1y ch\u1ee7 mini. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1ed9t s\u1ed1 d\u1ecbch v\u1ee5 mi\u1ec5n ph\u00ed \u0111\u1ec3 gi\u1ea3m chi ph\u00ed.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Vertex_AI_phu_hop_voi_doi_tuong_khach_hang_nao\"><\/span><span style=\"font-weight: 400;\">Vertex AI ph\u00f9 h\u1ee3p v\u1edbi \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng n\u00e0o?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Vertex AI ph\u00f9 h\u1ee3p v\u1edbi m\u1ecdi doanh nghi\u1ec7p \u0111ang mu\u1ed1n s\u1eed d\u1ee5ng h\u1ecdc m\u00e1y \u0111\u1ec3 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng kinh doanh c\u1ee7a m\u00ecnh. Ngo\u00e0i ra, d\u1ecbch v\u1ee5 n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng b\u1edfi c\u00e1c doanh nghi\u1ec7p thu\u1ed9c m\u1ecdi quy m\u00f4, t\u1eeb doanh nghi\u1ec7p nh\u1ecf \u0111\u1ebfn doanh nghi\u1ec7p l\u1edbn.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"De_su_dung_Vertex_AI_thi_nguoi_dung_can_co_nhung_yeu_cau_gi\"><\/span><span style=\"font-weight: 400;\">\u0110\u1ec3 s\u1eed d\u1ee5ng Vertex AI th\u00ec ng\u01b0\u1eddi d\u00f9ng c\u1ea7n c\u00f3 nh\u1eefng y\u00eau c\u1ea7u g\u00ec?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 s\u1eed d\u1ee5ng Vertex AI, doanh nghi\u1ec7p c\u1ea7n c\u00f3 t\u00e0i kho\u1ea3n Google Cloud Platform v\u00e0 th\u00eam nh\u1eefng ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 h\u1ecdc m\u00e1y.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Vertex_AI_co_che_do_bao_mat_tot_khong\"><\/span><span style=\"font-weight: 400;\">Vertex AI c\u00f3 ch\u1ebf \u0111\u1ed9 b\u1ea3o m\u1eadt t\u1ed1t kh\u00f4ng?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00f3, v\u00ec \u0111\u01b0\u1ee3c \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean c\u00e1c nguy\u00ean t\u1eafc b\u1ea3o m\u1eadt c\u1ee7a Google. V\u00ec v\u1eady, d\u1ecbch v\u1ee5 n\u00e0y s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 b\u1ea3o m\u1eadt ti\u00ean ti\u1ebfn \u0111\u1ec3 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Dich_vu_Vertex_AI_co_duoc_ho_tro_khong\"><\/span><span style=\"font-weight: 400;\">D\u1ecbch v\u1ee5 Vertex AI c\u00f3 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 kh\u00f4ng?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00f3. D\u1ecbch v\u1ee5 n\u00e0y lu\u00f4n lu\u00f4n \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 v\u00e0 chuy\u00ean gia c\u1ee7a Google. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 li\u00ean h\u1ec7 v\u1edbi b\u1ed9 ph\u1eadn h\u1ed7 tr\u1ee3 c\u1ee7a Google \u0111\u1ec3 \u0111\u01b0\u1ee3c tr\u1ee3 gi\u00fap. B\u00ean c\u1ea1nh \u0111\u00f3, \u0111\u1ec3 thu\u1eadn ti\u1ec7n h\u01a1n trong vi\u1ec7c trao \u0111\u1ed5i tr\u1ef1c ti\u1ebfp c\u0169ng nh\u01b0 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n k\u1ef9 c\u00e0ng, doanh nghi\u1ec7p c\u00f3 th\u1ec3 li\u00ean h\u1ec7 c\u00e1c \u0111\u1ed1i t\u00e1c \u1ee7y quy\u1ec1n b\u1edfi Google Cloud t\u1ea1i Vi\u1ec7t Nam \u0111\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c nh\u1eefng gi\u1ea3i \u0111\u00e1p t\u1eadn t\u00ecnh.<\/span><\/p>\n<p><em><span style=\"font-weight: 400;\">Tr\u00ean \u0111\u00e2y l\u00e0 t\u1ea5t t\u1ea7n t\u1eadt c\u00e1c th\u00f4ng tin v\u1ec1 n\u1ec1n t\u1ea3ng <\/span><b>Vertex AI<\/b><span style=\"font-weight: 400;\"> m\u1ea1nh m\u1ebd t\u1eeb Google Cloud, \u0111\u1ec3 tr\u1ea3i nghi\u1ec7m hay t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 Vertex AI h\u00e3y li\u00ean h\u1ec7 Gimasys \u0111\u1ec3 trao \u0111\u1ed5i th\u00eam v\u1edbi c\u00e1c chuy\u00ean gia Google nh\u00e9.\u00a0<\/span><\/em><\/p>\n<p>&nbsp;<\/p>\n<table>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">L\u00e0 \u0111\u1ed1i t\u00e1c c\u1ea5p cao c\u1ee7a Google t\u1ea1i Vi\u1ec7t Nam, <\/span><b>Gimasys <\/b><span style=\"font-weight: 400;\">c\u00f3 h\u01a1n 10+ n\u0103m kinh nghi\u1ec7m, t\u01b0 v\u1ea5n tri\u1ec3n khai chuy\u1ec3n \u0111\u1ed1i s\u1ed1 cho 2000+ doanh nghi\u1ec7p t\u1eadp \u0111o\u00e0n trong n\u01b0\u1edbc. M\u1ed9t s\u1ed1 kh\u00e1ch h\u00e0ng ti\u00eau bi\u1ec3u Jetstar, \u0110i\u1ec1n Qu\u00e2n Media, Heineken, Jollibee, Vietnam Airline, HSC, SSI&#8230;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Gimasys is currently a strategic partner of many major technology companies in the world such as Salesforce, Oracle Netsuite, Tableau, Mulesoft.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Li\u00ean h\u1ec7 Gimasys &#8211; Google Cloud Premier Partner \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n c\u00e1c gi\u1ea3i ph\u00e1p chi\u1ebfn l\u01b0\u1ee3c ph\u00f9 h\u1ee3p nhu c\u1ea7u ri\u00eang c\u1ee7a doanh nghi\u1ec7p:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00a0\u00a0<\/span><b>Email<\/b><span style=\"font-weight: 400;\">: gcp@gimasys.com<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00a0\u00a0<\/span><b>Hotline:<\/b><span style=\"font-weight: 400;\"> 0974 417 099<\/span><\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>","protected":false},"excerpt":{"rendered":"<p>V\u1edbi m\u1ee5c ti\u00eau tri\u1ec3n khai v\u00e0 ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh ML m\u1ed9t c\u00e1ch nhanh ch\u00f3ng hi\u1ec7u qu\u1ea3, Google Cloud \u0111\u00e3 cho ra \u0111\u1eddi Vertex AI v\u00e0o n\u0103m 2021, v\u1eady c\u00f9ng t\u00ecm hi\u1ec3u Vertex AI l\u00e0 g\u00ec v\u00e0 c\u00e1ch th\u1ee9c s\u1eed&hellip;<\/p>","protected":false},"author":2,"featured_media":19622,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-19620","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kienthuc","entry","has-media"],"_links":{"self":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/19620","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=19620"}],"version-history":[{"count":0,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/19620\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/19622"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=19620"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=19620"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=19620"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}