{"id":25122,"date":"2026-04-28T14:02:05","date_gmt":"2026-04-28T07:02:05","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=25122"},"modified":"2026-04-28T14:02:05","modified_gmt":"2026-04-28T07:02:05","slug":"lo-trinh-ai-2026-voi-google-cloud","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/lo-trinh-ai-2026-voi-google-cloud\/","title":{"rendered":"L\u1ed9 tr\u00ecnh AI 2026: Kh\u00e1m ph\u00e1 c\u00e1c D\u1ecbch v\u1ee5 n\u1ed5i b\u1eadt c\u1ee7a Google Cloud"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">B\u01b0\u1edbc v\u00e0o n\u0103m 2026, ch\u00fang ta c\u00f3 th\u1ec3 kh\u1eb3ng \u0111\u1ecbnh m\u1ed9t \u0111i\u1ec1u ch\u1eafc ch\u1eafn: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 v\u01b0\u1ee3t qua giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m \u0111\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t tr\u1ee5 c\u1ed9t kh\u00f4ng th\u1ec3 thi\u1ebfu trong m\u1ecdi l\u0129nh v\u1ef1c kinh doanh. T\u1eeb t\u1ed1i \u01b0u h\u00f3a v\u1eadn h\u00e0nh, c\u00e1 nh\u00e2n h\u00f3a marketing \u0111\u1ebfn \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m, cu\u1ed9c \u0111ua tr\u00ean th\u1ecb tr\u01b0\u1eddng kh\u00f4ng c\u00f2n l\u00e0 &#8220;c\u00f3 n\u00ean d\u00f9ng AI hay kh\u00f4ng&#8221; m\u00e0 l\u00e0 &#8220;d\u00f9ng AI nh\u01b0 th\u1ebf n\u00e0o \u0111\u1ec3 t\u1ea1o ra l\u1ee3i th\u1ebf c\u1ea1nh tranh \u0111\u1ed9t ph\u00e1&#8221;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Trong cu\u1ed9c c\u00e1ch m\u1ea1ng n\u00e0y, Google Cloud kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 m\u1ed9t nh\u00e0 cung c\u1ea5p h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y. H\u1ecd \u0111\u00e3 \u0111\u1ecbnh v\u1ecb m\u00ecnh l\u00e0 m\u1ed9t &#8220;nh\u00e0 m\u00e1y s\u1ea3n xu\u1ea5t AI&#8221; to\u00e0n di\u1ec7n, cung c\u1ea5p m\u1ed9t h\u1ec7 sinh th\u00e1i c\u00e1c d\u1ecbch v\u1ee5 t\u1eeb n\u1ec1n t\u1ea3ng \u0111\u1ebfn \u1ee9ng d\u1ee5ng, gi\u00fap doanh nghi\u1ec7p \u1edf m\u1ecdi quy m\u00f4 c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn v\u00e0 tri\u1ec3n khai AI m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3, an to\u00e0n v\u00e0 c\u00f3 tr\u00e1ch nhi\u1ec7m.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00e0i vi\u1ebft n\u00e0y s\u1ebd l\u00e0 m\u1ed9t cu\u1ed1n c\u1ea9m nang, m\u1ed9t kim ch\u1ec9 nam gi\u1edbi thi\u1ec7u nh\u1eefng d\u1ecbch v\u1ee5 AI n\u1ed5i b\u1eadt v\u00e0 chi\u1ebfn l\u01b0\u1ee3c nh\u1ea5t c\u1ee7a Google Cloud m\u00e0 m\u1ecdi doanh nghi\u1ec7p c\u1ea7n bi\u1ebft \u0111\u1ec3 \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai v\u00e0 g\u1eb7t h\u00e1i th\u00e0nh c\u00f4ng trong n\u0103m 2026 v\u00e0 xa h\u01a1n n\u1eefa.<\/span><\/p>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/so-sanh-chi-tiet-4-phien-ban-gemini-enterprise-lua-chon-nao-toi-uu-cho-doanh-nghiep\/attachment\/utilizing-google-cloud-and-ai-advantage\/\" rel=\"attachment wp-att-25111\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25111\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/Utilizing-Google-Cloud-and-AI-Advantage.png\" alt=\"\" width=\"1000\" height=\"800\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/Utilizing-Google-Cloud-and-AI-Advantage.png 1000w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/Utilizing-Google-Cloud-and-AI-Advantage-768x614.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/Utilizing-Google-Cloud-and-AI-Advantage-15x12.png 15w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/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\/lo-trinh-ai-2026-voi-google-cloud\/#Vertex_AI_%E2%80%93_%E2%80%9CHe_dieu_hanh%E2%80%9D_cho_moi_Du_an_AI\" >Vertex AI &#8211; &#8220;H\u1ec7 \u0111i\u1ec1u h\u00e0nh&#8221; cho m\u1ecdi D\u1ef1 \u00e1n AI<\/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\/lo-trinh-ai-2026-voi-google-cloud\/#He_sinh_thai_Gemini_%E2%80%93_%E2%80%9CBo_nao%E2%80%9D_da_nang_cho_moi_tac_vu\" >H\u1ec7 sinh th\u00e1i Gemini &#8211; &#8220;B\u1ed9 n\u00e3o&#8221; \u0111a n\u0103ng cho m\u1ecdi t\u00e1c v\u1ee5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gcloudvn.com\/en\/lo-trinh-ai-2026-voi-google-cloud\/#AI_Tao_sinh_da_phuong_tien\" >AI T\u1ea1o sinh \u0111a ph\u01b0\u01a1ng ti\u1ec7n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/lo-trinh-ai-2026-voi-google-cloud\/#AI_trong_Phan_tich_Du_lieu_%E2%80%93_BigQuery_ML\" >AI trong Ph\u00e2n t\u00edch D\u1eef li\u1ec7u &#8211; BigQuery ML<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gcloudvn.com\/en\/lo-trinh-ai-2026-voi-google-cloud\/#AI_cho_Trai_nghiem_Khach_hang_%E2%80%93_Vertex_AI_Search_va_Conversation\" >AI cho Tr\u1ea3i nghi\u1ec7m Kh\u00e1ch h\u00e0ng &#8211; Vertex AI Search v\u00e0 Conversation<\/a><\/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\/lo-trinh-ai-2026-voi-google-cloud\/#Gimasys_%E2%80%93_Doi_tac_dong_hanh_tren_Hanh_trinh_AI_cua_ban\" >Gimasys &#8211; \u0110\u1ed1i t\u00e1c \u0111\u1ed3ng h\u00e0nh tr\u00ean H\u00e0nh tr\u00ecnh AI c\u1ee7a b\u1ea1n<\/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\/lo-trinh-ai-2026-voi-google-cloud\/#Ket_luan\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Vertex_AI_%E2%80%93_%E2%80%9CHe_dieu_hanh%E2%80%9D_cho_moi_Du_an_AI\"><\/span><b>Vertex AI &#8211; &#8220;H\u1ec7 \u0111i\u1ec1u h\u00e0nh&#8221; cho m\u1ecdi D\u1ef1 \u00e1n AI<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ea7u ti\u00ean ph\u1ea3i k\u1ec3 \u0111\u1ebfn l\u00e0 Vertex AI, h\u00e3y xem Vertex AI kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 \u0111\u01a1n l\u1ebb, m\u00e0 l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng h\u1ee3p nh\u1ea5t, l\u00e0 trung t\u00e2m ch\u1ec9 huy cho to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a m\u1ed9t d\u1ef1 \u00e1n Machine Learning, t\u1eeb \u00fd t\u01b0\u1edfng \u0111\u1ebfn tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Vertex AI Platform: \u0110\u00e2y l\u00e0 kh\u00f4ng gian l\u00e0m vi\u1ec7c d\u00e0nh cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. T\u1ea1i \u0111\u00e2y, h\u1ecd c\u00f3 th\u1ec3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, x\u00e2y d\u1ef1ng, hu\u1ea5n luy\u1ec7n v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh t\u00f9y ch\u1ec9nh (custom models). \u0110\u1eb7c bi\u1ec7t, c\u00e1c c\u00f4ng c\u1ee5 t\u1ef1 \u0111\u1ed9ng h\u00f3a nh\u01b0 AutoML gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c ph\u00e1t tri\u1ec3n, cho ph\u00e9p ngay c\u1ea3 nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng chuy\u00ean s\u00e2u v\u1ec1 code c\u0169ng c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh hi\u1ec7u qu\u1ea3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Model Garden: N\u1ebfu Vertex AI Platform l\u00e0 &#8220;nh\u00e0 b\u1ebfp&#8221;, th\u00ec Model Garden ch\u00ednh l\u00e0 m\u1ed9t &#8220;si\u00eau th\u1ecb&#8221; c\u00e1c m\u00f4 h\u00ecnh AI. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 truy c\u1eadp v\u00e0o h\u01a1n 130 m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng (Foundation Models) m\u1ea1nh m\u1ebd nh\u1ea5t t\u1eeb Google (nh\u01b0 Gemini, Imagen, Veo) v\u00e0 c\u00e1c \u0111\u1ed1i t\u00e1c h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi. B\u1ea1n c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn, tinh ch\u1ec9nh v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh n\u00e0y m\u1ed9t c\u00e1ch nhanh ch\u00f3ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Agent Builder: \u0110\u00e2y l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ed9t ph\u00e1, cho ph\u00e9p doanh nghi\u1ec7p x\u00e2y d\u1ef1ng c\u00e1c &#8220;nh\u00e2n vi\u00ean AI&#8221; (AI Agents) c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 h\u00e0nh. C\u00e1c agent n\u00e0y c\u00f3 th\u1ec3 hi\u1ec3u ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, suy lu\u1eadn v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 ph\u1ee9c t\u1ea1p b\u1eb1ng c\u00e1ch k\u1ebft n\u1ed1i v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng doanh nghi\u1ec7p c\u1ed1t l\u00f5i (nh\u01b0 CRM, ERP, c\u01a1 s\u1edf d\u1eef li\u1ec7u n\u1ed9i b\u1ed9) th\u00f4ng qua API, t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh nghi\u1ec7p v\u1ee5 ph\u1ee9c t\u1ea1p.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"He_sinh_thai_Gemini_%E2%80%93_%E2%80%9CBo_nao%E2%80%9D_da_nang_cho_moi_tac_vu\"><\/span><b>H\u1ec7 sinh th\u00e1i Gemini &#8211; &#8220;B\u1ed9 n\u00e3o&#8221; \u0111a n\u0103ng cho m\u1ecdi t\u00e1c v\u1ee5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/google-agentspace\/\">Gemini<\/a> kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t chatbot. \u0110\u00f3 l\u00e0 m\u1ed9t h\u1ecd c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMs) \u0111a ph\u01b0\u01a1ng th\u1ee9c, l\u00e0 tr\u00e1i tim c\u1ee7a h\u1ea7u h\u1ebft c\u00e1c \u1ee9ng d\u1ee5ng AI t\u1ea1o sinh m\u00e0 Google cung c\u1ea5p. Vi\u1ec7c l\u1ef1a ch\u1ecdn \u0111\u00fang phi\u00ean b\u1ea3n Gemini cho \u0111\u00fang b\u00e0i to\u00e1n l\u00e0 ch\u00eca kh\u00f3a th\u00e0nh c\u00f4ng.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gemini 1.5 Pro: \u0110\u01b0\u1ee3c m\u1ec7nh danh l\u00e0 &#8220;chi\u1ebfn m\u00e3&#8221; \u0111a n\u0103ng, Gemini 1.5 Pro mang l\u1ea1i s\u1ef1 c\u00e2n b\u1eb1ng ho\u00e0n h\u1ea3o gi\u1eefa s\u1ee9c m\u1ea1nh x\u1eed l\u00fd v\u00e0 hi\u1ec7u su\u1ea5t. N\u00f3 l\u00e0 l\u1ef1a ch\u1ecdn l\u00fd t\u01b0\u1edfng cho c\u00e1c t\u00e1c v\u1ee5 ph\u00e2n t\u00edch, t\u00f3m t\u1eaft v\u0103n b\u1ea3n d\u00e0i, vi\u1ebft l\u00e1ch s\u00e1ng t\u1ea1o v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u00f2i h\u1ecfi kh\u1ea3 n\u0103ng suy lu\u1eadn ph\u1ee9c t\u1ea1p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gemini 1.5 Flash: \u0110\u00fang nh\u01b0 t\u00ean g\u1ecdi, \u0111\u00e2y l\u00e0 &#8220;v\u1eadn \u0111\u1ed9ng vi\u00ean n\u01b0\u1edbc r\u00fat&#8221; c\u1ee7a gia \u0111\u00ecnh Gemini. M\u00f4 h\u00ecnh n\u00e0y \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u cho t\u1ed1c \u0111\u1ed9 v\u00e0 chi ph\u00ed, tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn ho\u00e0n h\u1ea3o cho c\u00e1c \u1ee9ng d\u1ee5ng c\u1ea7n ph\u1ea3n h\u1ed3i nhanh \u1edf quy m\u00f4 l\u1edbn nh\u01b0 chatbot d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, t\u00f3m t\u1eaft n\u1ed9i dung th\u1eddi gian th\u1ef1c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u00e1c m\u00f4 h\u00ecnh chuy\u00ean bi\u1ec7t (Ultra, Nano): Gemini Ultra l\u00e0 phi\u00ean b\u1ea3n m\u1ea1nh m\u1ebd nh\u1ea5t, d\u00e0nh ri\u00eang cho c\u00e1c t\u00e1c v\u1ee5 c\u1ef1c k\u1ef3 ph\u1ee9c t\u1ea1p \u0111\u00f2i h\u1ecfi kh\u1ea3 n\u0103ng suy lu\u1eadn \u1edf m\u1ee9c \u0111\u1ed9 cao nh\u1ea5t. Ng\u01b0\u1ee3c l\u1ea1i, Gemini Nano \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 c\u00f3 th\u1ec3 ch\u1ea1y hi\u1ec7u qu\u1ea3 ngay tr\u00ean c\u00e1c thi\u1ebft b\u1ecb di \u0111\u1ed9ng, mang s\u1ee9c m\u1ea1nh AI \u0111\u1ebfn t\u1eadn tay ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/so-sanh-chi-tiet-4-phien-ban-gemini-enterprise-lua-chon-nao-toi-uu-cho-doanh-nghiep\/attachment\/google-cloud_cloud-ai-circuit-2\/\" rel=\"attachment wp-att-25110\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25110\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/google-cloud_cloud-ai-circuit.png\" alt=\"\" width=\"2200\" height=\"917\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/google-cloud_cloud-ai-circuit.png 2200w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/google-cloud_cloud-ai-circuit-768x320.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/google-cloud_cloud-ai-circuit-1536x640.png 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/google-cloud_cloud-ai-circuit-2048x854.png 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/google-cloud_cloud-ai-circuit-18x8.png 18w\" sizes=\"auto, (max-width: 2200px) 100vw, 2200px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_Tao_sinh_da_phuong_tien\"><\/span><b>AI T\u1ea1o sinh \u0111a ph\u01b0\u01a1ng ti\u1ec7n<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">K\u1ef7 nguy\u00ean AI 2026 kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf v\u0103n b\u1ea3n. Google Cloud \u0111ang d\u1eabn \u0111\u1ea7u xu h\u01b0\u1edbng b\u00f9ng n\u1ed5 c\u1ee7a n\u1ed9i dung \u0111a ph\u01b0\u01a1ng ti\u1ec7n do <a href=\"https:\/\/gcloudvn.com\/en\/gemini-ai\/\">AI<\/a> t\u1ea1o ra.<\/span><\/p>\n<p>&nbsp;<\/p>\n<table>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">D\u1ecbch V\u1ee5<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Ch\u1ee9c N\u0103ng<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u1ee8ng D\u1ee5ng Thay \u0110\u1ed5i Cu\u1ed9c Ch\u01a1i<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Imagen<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Text-to-Image<\/span><\/td>\n<td><span style=\"font-weight: 400;\">T\u1ea1o ra h\u00ecnh \u1ea3nh qu\u1ea3ng c\u00e1o, \u1ea3nh minh h\u1ecda s\u1ea3n ph\u1ea9m ch\u1ea5t l\u01b0\u1ee3ng studio, c\u00f3 \u0111\u1ed9 ch\u00e2n th\u1ef1c cao v\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c y\u00eau c\u1ea7u ph\u1ee9c t\u1ea1p.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Veo<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Text-to-Video<\/span><\/td>\n<td><span style=\"font-weight: 400;\">C\u00f4ng c\u1ee5 &#8220;thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i&#8221; cho ng\u00e0nh marketing, cho ph\u00e9p t\u1ea1o video qu\u1ea3ng c\u00e1o, video gi\u1ea3i th\u00edch s\u1ea3n ph\u1ea9m ch\u1ec9 t\u1eeb v\u00e0i d\u00f2ng m\u00f4 t\u1ea3 k\u1ecbch b\u1ea3n.<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Lyria<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Text-to-Music<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Cung c\u1ea5p cho nh\u00e0 s\u00e1ng t\u1ea1o kh\u1ea3 n\u0103ng t\u1ea1o ra nh\u1ea1c n\u1ec1n, hi\u1ec7u \u1ee9ng \u00e2m thanh \u0111\u1ed9c quy\u1ec1n cho video, game, podcast m\u00e0 kh\u00f4ng c\u1ea7n ki\u1ebfn th\u1ee9c \u00e2m nh\u1ea1c chuy\u00ean s\u00e2u.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"AI_trong_Phan_tich_Du_lieu_%E2%80%93_BigQuery_ML\"><\/span><b>AI trong Ph\u00e2n t\u00edch D\u1eef li\u1ec7u &#8211; BigQuery ML<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 t\u00ednh n\u0103ng mang t\u00ednh c\u00e1ch m\u1ea1ng, v\u1edbi tri\u1ebft l\u00fd \u0111\u01b0a AI \u0111\u1ebfn n\u01a1i d\u1eef li\u1ec7u &#8220;s\u1ed1ng&#8221;. BigQuery ML cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u x\u00e2y d\u1ef1ng v\u00e0 th\u1ef1c thi c\u00e1c m\u00f4 h\u00ecnh Machine Learning (h\u1ed3i quy, ph\u00e2n lo\u1ea1i, ph\u00e2n c\u1ee5m&#8230;) tr\u1ef1c ti\u1ebfp b\u00ean trong kho d\u1eef li\u1ec7u BigQuery ch\u1ec9 b\u1eb1ng c\u00e1c c\u00e2u l\u1ec7nh SQL quen thu\u1ed9c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">L\u1ee3i \u00edch ch\u00ednh:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">D\u00e2n ch\u1ee7 h\u00f3a Machine Learning: Kh\u00f4ng c\u1ea7n ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh ph\u1ee9c t\u1ea1p v\u1ec1 Python hay R. B\u1ea5t k\u1ef3 ai bi\u1ebft SQL c\u0169ng c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u0103ng t\u1ed1c \u0111\u1ed9 tri\u1ec3n khai: Lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n b\u01b0\u1edbc di chuy\u1ec3n d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 nhanh ch\u00f3ng x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 b\u00e1o doanh thu, d\u1ef1 \u0111o\u00e1n t\u1ef7 l\u1ec7 kh\u00e1ch h\u00e0ng r\u1eddi b\u1ecf (churn rate), hay ph\u00e2n lo\u1ea1i kh\u00e1ch h\u00e0ng ngay tr\u00ean d\u1eef li\u1ec7u g\u1ed1c.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"AI_cho_Trai_nghiem_Khach_hang_%E2%80%93_Vertex_AI_Search_va_Conversation\"><\/span><b>AI cho Tr\u1ea3i nghi\u1ec7m Kh\u00e1ch h\u00e0ng &#8211; Vertex AI Search v\u00e0 Conversation<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 b\u1ed9 c\u00f4ng c\u1ee5 chuy\u00ean d\u1ee5ng \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c tr\u1ea3i nghi\u1ec7m t\u00ecm ki\u1ebfm v\u00e0 h\u1ed9i tho\u1ea1i th\u1ebf h\u1ec7 m\u1edbi tr\u00ean website v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a doanh nghi\u1ec7p, gi\u00fap t\u0103ng c\u01b0\u1eddng s\u1ef1 h\u00e0i l\u00f2ng v\u00e0 t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Retail Search: Cung c\u1ea5p kh\u1ea3 n\u0103ng t\u00ecm ki\u1ebfm &#8220;chu\u1ea9n Google&#8221; cho c\u00e1c trang th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed. N\u00f3 kh\u00f4ng ch\u1ec9 hi\u1ec3u t\u1eeb kh\u00f3a m\u00e0 c\u00f2n hi\u1ec3u \u00fd \u0111\u1ecbnh ng\u01b0\u1eddi d\u00f9ng, \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t s\u1ea3n ph\u1ea9m si\u00eau c\u00e1 nh\u00e2n h\u00f3a v\u00e0 h\u1ed7 tr\u1ee3 t\u00ecm ki\u1ebfm b\u1eb1ng h\u00ecnh \u1ea3nh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Enterprise Search: Cho ph\u00e9p nh\u00e2n vi\u00ean &#8220;tr\u00f2 chuy\u1ec7n&#8221; v\u1edbi kho d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 kh\u1ed5ng l\u1ed3 c\u1ee7a c\u00f4ng ty (t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt, b\u00e1o c\u00e1o t\u00e0i ch\u00ednh, ch\u00ednh s\u00e1ch nh\u00e2n s\u1ef1&#8230;). Vi\u1ec7c t\u00ecm ki\u1ebfm th\u00f4ng tin n\u1ed9i b\u1ed9 gi\u1edd \u0111\u00e2y tr\u1edf n\u00ean nhanh ch\u00f3ng, ch\u00ednh x\u00e1c v\u00e0 d\u1ec5 d\u00e0ng nh\u01b0 t\u00ecm ki\u1ebfm tr\u00ean Google.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Gimasys_%E2%80%93_Doi_tac_dong_hanh_tren_Hanh_trinh_AI_cua_ban\"><\/span><b>Gimasys &#8211; \u0110\u1ed1i t\u00e1c \u0111\u1ed3ng h\u00e0nh tr\u00ean H\u00e0nh tr\u00ecnh AI c\u1ee7a b\u1ea1n<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">N\u1eafm trong tay b\u1ed9 c\u00f4ng c\u1ee5 AI m\u1ea1nh m\u1ebd c\u1ee7a Google Cloud l\u00e0 m\u1ed9t l\u1ee3i th\u1ebf, nh\u01b0ng \u0111\u1ec3 bi\u1ebfn c\u00f4ng ngh\u1ec7 th\u00e0nh gi\u00e1 tr\u1ecb kinh doanh th\u1ef1c ti\u1ec5n, doanh nghi\u1ec7p c\u1ea7n m\u1ed9t \u0111\u1ed1i t\u00e1c c\u00f3 \u0111\u1ee7 n\u0103ng l\u1ef1c v\u00e0 kinh nghi\u1ec7m. <a href=\"https:\/\/gcloudvn.com\/en\/\">Gimasys<\/a>, v\u1edbi v\u1ecb th\u1ebf 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, ch\u00ednh l\u00e0 ng\u01b0\u1eddi \u0111\u1ed3ng h\u00e0nh l\u00fd t\u01b0\u1edfng \u0111\u00f3.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u1edbi kinh nghi\u1ec7m s\u00e2u s\u1eafc trong vi\u1ec7c t\u01b0 v\u1ea5n v\u00e0 tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p Chuy\u1ec3n \u0111\u1ed5i s\u1ed1, D\u1eef li\u1ec7u v\u00e0 AI cho c\u00e1c doanh nghi\u1ec7p h\u00e0ng \u0111\u1ea7u, Gimasys \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u01b0 v\u1ea5n chi\u1ebfn l\u01b0\u1ee3c: Gi\u00fap doanh nghi\u1ec7p ph\u00e2n t\u00edch c\u00e1c b\u00e0i to\u00e1n kinh doanh, t\u1eeb \u0111\u00f3 x\u00e1c \u0111\u1ecbnh l\u1ed9 tr\u00ecnh \u1ee9ng d\u1ee5ng AI ph\u00f9 h\u1ee3p v\u00e0 l\u1ef1a ch\u1ecdn c\u00e1c d\u1ecbch v\u1ee5 Google Cloud t\u1ed1i \u01b0u nh\u1ea5t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tri\u1ec3n khai k\u1ef9 thu\u1eadt: \u0110\u1ed9i ng\u0169 chuy\u00ean gia c\u1ee7a Gimasys c\u00f3 n\u0103ng l\u1ef1c tri\u1ec3n khai to\u00e0n di\u1ec7n c\u00e1c gi\u1ea3i ph\u00e1p, t\u1eeb vi\u1ec7c x\u00e2y d\u1ef1ng h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u v\u1eefng ch\u1eafc v\u1edbi BigQuery \u0111\u1ebfn hu\u1ea5n luy\u1ec7n v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c m\u00f4 h\u00ecnh AI ph\u1ee9c t\u1ea1p tr\u00ean Vertex AI.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u00e0o t\u1ea1o v\u00e0 chuy\u1ec3n giao: Kh\u00f4ng ch\u1ec9 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng, Gimasys c\u00f2n h\u1ed7 tr\u1ee3 \u0111\u00e0o t\u1ea1o \u0111\u1ed9i ng\u0169 c\u1ee7a doanh nghi\u1ec7p \u0111\u1ec3 h\u1ecd c\u00f3 th\u1ec3 l\u00e0m ch\u1ee7 c\u00f4ng ngh\u1ec7, \u0111\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3 v\u00e0 li\u00ean t\u1ee5c c\u1ea3i ti\u1ebfn.<\/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;\">V\u00e0o n\u0103m 2026, Google Cloud cung c\u1ea5p m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 AI to\u00e0n di\u1ec7n v\u00e0 m\u1ea1nh m\u1ebd, t\u1eeb n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc (Vertex AI), b\u1ed9 n\u00e3o \u0111a n\u0103ng (Gemini), \u0111\u1ebfn c\u00e1c \u1ee9ng d\u1ee5ng chuy\u00ean bi\u1ec7t cho t\u1eebng ng\u00e0nh v\u00e0 b\u00e0i to\u00e1n c\u1ee5 th\u1ec3. Doanh nghi\u1ec7p kh\u00f4ng n\u00ean xem AI nh\u01b0 m\u1ed9t d\u1ef1 \u00e1n c\u00f4ng ngh\u1ec7 ri\u00eang l\u1ebb, m\u00e0 c\u1ea7n t\u00edch h\u1ee3p n\u00f3 v\u00e0o chi\u1ebfn l\u01b0\u1ee3c kinh doanh t\u1ed5ng th\u1ec3, b\u1eaft \u0111\u1ea7u t\u1eeb nh\u1eefng b\u00e0i to\u00e1n c\u00f3 t\u00e1c \u0111\u1ed9ng l\u1edbn nh\u1ea5t v\u00e0 l\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u00e0nh tr\u00ecnh v\u1ea1n d\u1eb7m b\u1eaft \u0111\u1ea7u b\u1eb1ng m\u1ed9t b\u01b0\u1edbc ch\u00e2n. H\u00e3y kh\u00e1m ph\u00e1 h\u1ec7 sinh th\u00e1i <a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-platform\/\">Google Cloud<\/a> AI v\u00e0 b\u1eaft \u0111\u1ea7u x\u00e2y d\u1ef1ng t\u01b0\u01a1ng lai th\u00f4ng minh cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n ngay h\u00f4m nay.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>B\u01b0\u1edbc v\u00e0o n\u0103m 2026, ch\u00fang ta c\u00f3 th\u1ec3 kh\u1eb3ng \u0111\u1ecbnh m\u1ed9t \u0111i\u1ec1u ch\u1eafc ch\u1eafn: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 v\u01b0\u1ee3t qua giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m \u0111\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t tr\u1ee5 c\u1ed9t kh\u00f4ng th\u1ec3 thi\u1ebfu trong m\u1ecdi l\u0129nh v\u1ef1c kinh doanh.&hellip;<\/p>","protected":false},"author":2,"featured_media":25109,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-25122","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\/25122","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=25122"}],"version-history":[{"count":2,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25122\/revisions"}],"predecessor-version":[{"id":25124,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25122\/revisions\/25124"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/25109"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=25122"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=25122"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=25122"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}