{"id":20630,"date":"2024-11-05T17:09:47","date_gmt":"2024-11-05T10:09:47","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=20630"},"modified":"2024-11-05T17:10:33","modified_gmt":"2024-11-05T10:10:33","slug":"he-thong-machine-learning-va-ai-google-cloud","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/kienthuc\/he-thong-machine-learning-va-ai-google-cloud\/","title":{"rendered":"T\u00ecm hi\u1ec3u h\u1ec7 th\u1ed1ng machine learning v\u00e0 AI Google Cloud"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Trong b\u1ed1i c\u1ea3nh cu\u1ed9c c\u00e1ch m\u1ea1ng s\u1ed1 v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111ang di\u1ec5n ra m\u1ea1nh m\u1ebd, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 h\u1ecdc m\u00e1y (Machine learning) \u0111\u00e3 tr\u1edf th\u00e0nh t\u00e2m \u0111i\u1ec3m ch\u00fa \u00fd. V\u1edbi l\u1ee3i th\u1ebf v\u1ec1 h\u1ea1 t\u1ea7ng v\u00e0 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ed3 s\u1ed9, Google \u0111\u00e3 nhanh ch\u00f3ng n\u1eafm b\u1eaft v\u1ec1<\/span><b><i> AI Google Cloud<\/i><\/b><span style=\"font-weight: 400;\">. Vi\u1ec7c \u0111\u1ea9y m\u1ea1nh nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c c\u00f4ng c\u1ee5 <\/span><b><i>AI Google Cloud<\/i><\/b><span style=\"font-weight: 400;\"> kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c m\u00e0 c\u00f2n l\u00e0 m\u1ed9t \u0111\u1ed9ng th\u00e1i t\u1ea5t y\u1ebfu \u0111\u1ec3 c\u1ee7ng c\u1ed1 v\u1ecb th\u1ebf d\u1eabn \u0111\u1ea7u c\u1ee7a Google trong k\u1ef7 nguy\u00ean s\u1ed1.<\/span><\/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\/he-thong-machine-learning-va-ai-google-cloud\/#AI_Google_Cloud\" >AI Google Cloud<\/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\/he-thong-machine-learning-va-ai-google-cloud\/#He_thong_AI_Google_Cloud_hoan_chinh\" >H\u1ec7 th\u1ed1ng AI Google Cloud ho\u00e0n ch\u1ec9nh<\/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\/kienthuc\/he-thong-machine-learning-va-ai-google-cloud\/#Cac_giai_phap_noi_bat_cua_AI_Google_Cloud_tren_Machine_Learning\" >C\u00e1c gi\u1ea3i ph\u00e1p n\u1ed5i b\u1eadt c\u1ee7a AI Google Cloud tr\u00ean Machine Learning<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/he-thong-machine-learning-va-ai-google-cloud\/#Loi_ich_khi_su_dung_cac_giai_phap_AI_Google_Cloud\" >L\u1ee3i \u00edch khi s\u1eed d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p AI Google Cloud<\/a><\/li><\/ul><\/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\/kienthuc\/he-thong-machine-learning-va-ai-google-cloud\/#Generative_AI_tren_Machine_Learning_Google_Cloud\" >Generative AI tr\u00ean Machine Learning Google Cloud<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/he-thong-machine-learning-va-ai-google-cloud\/#AI_va_ML_co_moi_quan_he_nhu_the_nao\" >AI v\u00e0 ML c\u00f3 m\u1ed1i quan h\u1ec7 nh\u01b0 th\u1ebf n\u00e0o?<\/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\/kienthuc\/he-thong-machine-learning-va-ai-google-cloud\/#Tam_ket\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"AI_Google_Cloud\"><\/span><b>AI Google Cloud<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">AI Google Cloud l\u00e0 m\u1ed9t b\u1ed9 d\u1ecbch v\u1ee5 v\u00e0 c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi Google, cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n x\u00e2y d\u1ef1ng, tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd c\u00e1c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. N\u00f3 cung c\u1ea5p c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u00e0 t\u1ea1o code t\u1eeb tr\u01b0\u1edbc v\u1edbi c\u00e1c API v\u00e0 c\u00f4ng c\u1ee5 cho nhi\u1ec1u nhi\u1ec7m v\u1ee5 kh\u00e1c nhau nh\u01b0: nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, nh\u1eadn di\u1ec7n gi\u1ecdng n\u00f3i v\u00e0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"He_thong_AI_Google_Cloud_hoan_chinh\"><\/span><b>H\u1ec7 th\u1ed1ng AI Google Cloud ho\u00e0n ch\u1ec9nh<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">M\u1ed9t h\u1ec7 th\u1ed1ng AI Google Cloud ho\u00e0n ch\u1ec9nh bao g\u1ed3m nhi\u1ec1u th\u00e0nh ph\u1ea7n v\u00e0 y\u1ebfu t\u1ed1 kh\u00e1c nhau, t\u00f9y thu\u1ed9c v\u00e0o m\u1ee5c \u0111\u00edch v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a h\u1ec7 th\u1ed1ng \u0111\u00f3. Tuy nhi\u00ean, nh\u00ecn chung, m\u1ed9t h\u1ec7 th\u1ed1ng AI ho\u00e0n ch\u1ec9nh th\u01b0\u1eddng bao g\u1ed3m c\u00e1c y\u1ebfu t\u1ed1 sau:<\/span><\/p>\n<ol>\n<li><b> D\u1eef li\u1ec7u<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n (training data):<\/b><span style=\"font-weight: 400;\"> \u0110\u00e2y l\u00e0 t\u1eadp d\u1eef li\u1ec7u l\u1edbn v\u00e0 \u0111a d\u1ea1ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI. D\u1eef li\u1ec7u ph\u1ea3i \u0111\u1ea1i di\u1ec7n \u0111\u1ea7y \u0111\u1ee7 cho c\u00e1c t\u00ecnh hu\u1ed1ng m\u00e0 m\u00f4 h\u00ecnh s\u1ebd g\u1eb7p ph\u1ea3i trong th\u1ef1c t\u1ebf<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u1eef li\u1ec7u ki\u1ec3m tra (tested data):<\/b><span style=\"font-weight: 400;\"> D\u00f9ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh sau khi \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n.<\/span><\/li>\n<\/ul>\n<ol start=\"2\">\n<li><b> M\u00f4 h\u00ecnh AI<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ki\u1ebfn tr\u00fac:<\/b><span style=\"font-weight: 400;\"> Ch\u1ecdn ki\u1ebfn tr\u00fac m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p v\u1edbi b\u00e0i to\u00e1n (v\u00ed d\u1ee5: m\u1ea1ng n\u01a1-ron nh\u00e2n t\u1ea1o, m\u1ea1ng h\u1ed3i quy, m\u1ea1ng \u0111\u1ed1i kh\u00e1ng&#8230;)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Thu\u1eadt to\u00e1n machine learning (h\u1ecdc m\u00e1y):<\/b><span style=\"font-weight: 400;\"> C\u00e1c thu\u1eadt to\u00e1n machine learning \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh (v\u00ed d\u1ee5: machine learning c\u00f3 gi\u00e1m s\u00e1t ho\u1eb7c kh\u00f4ng gi\u00e1m s\u00e1t, advanced machine learning&#8230;)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tham s\u1ed1:<\/b><span style=\"font-weight: 400;\"> C\u00e1c tham s\u1ed1 c\u1ee7a m\u00f4 h\u00ecnh c\u1ea7n \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t t\u1ed1t nh\u1ea5t.<\/span><\/li>\n<\/ul>\n<ol start=\"3\">\n<li><b> C\u1ea5u tr\u00fac h\u1ea1 t\u1ea7ng<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u1ea7n c\u1ee9ng:<\/b><span style=\"font-weight: 400;\"> M\u00e1y ch\u1ee7, GPU, TPU&#8230; \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p t\u00ednh ph\u1ee9c t\u1ea1p c\u1ee7a m\u00f4 h\u00ecnh AI<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u1ea7n m\u1ec1m:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 \u0111i\u1ec1u h\u00e0nh, c\u00e1c th\u01b0 vi\u1ec7n m\u00e1y h\u1ecdc (TensorFlow, PyTorch&#8230;), c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u&#8230;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>M\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n:<\/b><span style=\"font-weight: 400;\"> Jupyter Notebook, Google Colab&#8230; \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 th\u1eed nghi\u1ec7m m\u00f4 h\u00ecnh.<\/span><\/li>\n<\/ul>\n<ol start=\"4\">\n<li><b> User interface<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Intuitive interface:<\/b><span style=\"font-weight: 400;\"> Gi\u00fap ng\u01b0\u1eddi d\u00f9ng t\u01b0\u01a1ng t\u00e1c v\u1edbi h\u1ec7 th\u1ed1ng m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a:<\/b><span style=\"font-weight: 400;\"> Tr\u00ecnh b\u00e0y k\u1ebft qu\u1ea3 c\u1ee7a m\u00f4 h\u00ecnh m\u1ed9t c\u00e1ch tr\u1ef1c quan v\u00e0 d\u1ec5 hi\u1ec3u.<\/span><\/li>\n<\/ul>\n<ol start=\"5\">\n<li><b> C\u00e1c th\u00e0nh ph\u1ea7n kh\u00e1c<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> L\u00e0m s\u1ea1ch, chu\u1ea9n h\u00f3a v\u00e0 tr\u00edch xu\u1ea5t \u0111\u1eb7c tr\u01b0ng t\u1eeb d\u1eef li\u1ec7u th\u00f4<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1eadu x\u1eed l\u00fd:<\/b><span style=\"font-weight: 400;\"> Bi\u1ebfn \u0111\u1ed5i \u0111\u1ea7u ra c\u1ee7a m\u00f4 h\u00ecnh th\u00e0nh d\u1ea1ng d\u1ec5 hi\u1ec3u v\u00e0 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t:<\/b><span style=\"font-weight: 400;\"> \u0110\u00e1nh gi\u00e1 \u0111\u1ed9 ch\u00ednh x\u00e1c, \u0111\u1ed9 tin c\u1eady v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a m\u00f4 h\u00ecnh<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ed1i \u01b0u h\u00f3a:<\/b><span style=\"font-weight: 400;\"> C\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh b\u1eb1ng c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 c\u1eaft t\u1ec9a, l\u01b0\u1ee3ng t\u1eed h\u00f3a&#8230;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Deployment:<\/b><span style=\"font-weight: 400;\"> Tri\u1ec3n khai m\u00f4 h\u00ecnh v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng th\u1ef1c t\u1ebf (v\u00ed d\u1ee5: \u1ee9ng d\u1ee5ng web, thi\u1ebft b\u1ecb IoT&#8230;)<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cac_giai_phap_noi_bat_cua_AI_Google_Cloud_tren_Machine_Learning\"><\/span><b>C\u00e1c gi\u1ea3i ph\u00e1p n\u1ed5i b\u1eadt c\u1ee7a AI Google Cloud tr\u00ean Machine Learning<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Google Cloud Platform (GCP) cung c\u1ea5p m\u1ed9t lo\u1ea1t c\u00e1c d\u1ecbch v\u1ee5 v\u00e0 c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c doanh nghi\u1ec7p x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng h\u1ecdc m\u00e1y. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 gi\u1ea3i ph\u00e1p n\u1ed5i b\u1eadt c\u1ee7a AI Google Cloud tr\u00ean Machine Learning:<\/span><\/p>\n<ol>\n<li><b> AutoML<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1ecdc m\u00e1y t\u1ef1 \u0111\u1ed9ng:<\/b><span style=\"font-weight: 400;\"> AutoML gi\u00fap c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n kh\u00f4ng chuy\u00ean v\u1ec1 h\u1ecdc m\u00e1y x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y t\u00f9y ch\u1ec9nh m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft nhi\u1ec1u m\u00e3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Nhi\u1ec1u lo\u1ea1i m\u00f4 h\u00ecnh:<\/b><span style=\"font-weight: 400;\"> AutoML h\u1ed7 tr\u1ee3 nhi\u1ec1u lo\u1ea1i m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y kh\u00e1c nhau, bao g\u1ed3m ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh, ph\u00e2n lo\u1ea1i v\u0103n b\u1ea3n, d\u1ef1 \u0111o\u00e1n b\u1ea3ng d\u1eef li\u1ec7u v\u00e0 d\u1ecbch m\u00e1y.<\/span><\/li>\n<\/ul>\n<ol start=\"2\">\n<li><b> Vertex AI<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>N\u1ec1n t\u1ea3ng th\u1ed1ng nh\u1ea5t:<\/b><span style=\"font-weight: 400;\"> Vertex AI l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng th\u1ed1ng nh\u1ea5t cho vi\u1ec7c x\u00e2y d\u1ef1ng, tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u00e1c th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i:<\/b><span style=\"font-weight: 400;\"> Bao g\u1ed3m Vertex AI Workbench (m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n t\u00edch h\u1ee3p), Vertex AI Training (\u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh), Vertex AI Prediction (tri\u1ec3n khai m\u00f4 h\u00ecnh) v\u00e0 Vertex AI Feature Store (l\u01b0u tr\u1eef \u0111\u1eb7c tr\u01b0ng).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c c\u1ee7a GCP:<\/b><span style=\"font-weight: 400;\"> Vertex AI t\u00edch h\u1ee3p ch\u1eb7t ch\u1ebd v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c c\u1ee7a GCP, nh\u01b0 BigQuery, Cloud Storage v\u00e0 Cloud Functions.<\/span><\/li>\n<\/ul>\n<ol start=\"3\">\n<li><b> TensorFlow<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Khung l\u00e0m vi\u1ec7c ngu\u1ed3n m\u1edf:<\/b><span style=\"font-weight: 400;\"> TensorFlow l\u00e0 m\u1ed9t trong nh\u1eefng khung l\u00e0m vi\u1ec7c h\u1ecdc s\u00e2u ph\u1ed5 bi\u1ebfn nh\u1ea5t th\u1ebf gi\u1edbi, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Google. N\u00f3 cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng linh ho\u1ea1t \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u ph\u1ee9c t\u1ea1p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p s\u00e2u v\u1edbi GCP:<\/b><span style=\"font-weight: 400;\"> TensorFlow \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p ch\u1eb7t ch\u1ebd v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c c\u1ee7a GCP, gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng qu\u1ea3n l\u00fd v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u tr\u00ean quy m\u00f4 l\u1edbn.<\/span><\/li>\n<\/ul>\n<ol start=\"4\">\n<li><b> C\u00e1c d\u1ecbch v\u1ee5 chuy\u00ean bi\u1ec7t kh\u00e1c<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Natural Language API:<\/b><span style=\"font-weight: 400;\"> S\u1eed d\u1ee5ng h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e2n t\u00edch v\u0103n b\u1ea3n, tr\u00edch xu\u1ea5t th\u00f4ng tin v\u00e0 ph\u00e2n lo\u1ea1i c\u1ea3m x\u00fac.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Vision API:<\/b><span style=\"font-weight: 400;\"> Nh\u1eadn d\u1ea1ng \u0111\u1ed1i t\u01b0\u1ee3ng, khu\u00f4n m\u1eb7t, logo v\u00e0 v\u0103n b\u1ea3n trong h\u00ecnh \u1ea3nh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Translation API:<\/b><span style=\"font-weight: 400;\"> D\u1ecbch v\u0103n b\u1ea3n gi\u1eefa nhi\u1ec1u ng\u00f4n ng\u1eef.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Speech-to-Text API:<\/b><span style=\"font-weight: 400;\"> Chuy\u1ec3n \u0111\u1ed5i \u00e2m thanh th\u00e0nh v\u0103n b\u1ea3n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Dialog Flow:<\/b><span style=\"font-weight: 400;\"> X\u00e2y d\u1ef1ng chatbot v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng giao ti\u1ebfp t\u1ef1 nhi\u00ean.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Loi_ich_khi_su_dung_cac_giai_phap_AI_Google_Cloud\"><\/span><b>L\u1ee3i \u00edch khi s\u1eed d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p AI Google Cloud<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p s\u00e2u:<\/b><span style=\"font-weight: 400;\"> C\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a Google Cloud \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p ch\u1eb7t ch\u1ebd v\u1edbi nhau, gi\u00fap b\u1ea1n x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng AI m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Security:<\/b><span style=\"font-weight: 400;\"> Google Cloud cung c\u1ea5p c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd \u0111\u1ec3 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Quy m\u00f4:<\/b><span style=\"font-weight: 400;\"> B\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng m\u1edf r\u1ed9ng quy m\u00f4 c\u00e1c \u1ee9ng d\u1ee5ng AI c\u1ee7a m\u00ecnh khi nhu c\u1ea7u t\u0103ng l\u00ean.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Linh ho\u1ea1t:<\/b><span style=\"font-weight: 400;\"> B\u1ea1n c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 d\u1ecbch v\u1ee5 ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a d\u1ef1 \u00e1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u1ec5 d\u00e0ng s\u1eed d\u1ee5ng:<\/b><span style=\"font-weight: 400;\"> C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 d\u1ecbch v\u1ee5 c\u1ee7a Google Cloud \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 d\u1ec5 s\u1eed d\u1ee5ng, ngay c\u1ea3 \u0111\u1ed1i v\u1edbi nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng c\u00f3 ki\u1ebfn th\u1ee9c chuy\u00ean s\u00e2u v\u1ec1 h\u1ecdc m\u00e1y.<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_20632\" aria-describedby=\"caption-attachment-20632\" style=\"width: 1236px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-20632\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/11\/Screenshot-2024-11-05-at-16.35.04-min.png\" alt=\"M\u1ed9t \u1ee9ng d\u1ee5ng AI \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1eeb model (m\u00f4 h\u00ecnh) Vertex AI v\u00e0 c\u00e1c ng\u00f4n ng\u1eef AI c\u00f3 s\u1eb5n\" width=\"1236\" height=\"640\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/11\/Screenshot-2024-11-05-at-16.35.04-min.png 1236w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/11\/Screenshot-2024-11-05-at-16.35.04-min-768x398.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/11\/Screenshot-2024-11-05-at-16.35.04-min-18x9.png 18w\" sizes=\"auto, (max-width: 1236px) 100vw, 1236px\" \/><figcaption id=\"caption-attachment-20632\" class=\"wp-caption-text\"><em>M\u1ed9t \u1ee9ng d\u1ee5ng AI \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1eeb model (m\u00f4 h\u00ecnh) Vertex AI v\u00e0 c\u00e1c ng\u00f4n ng\u1eef AI c\u00f3 s\u1eb5n<\/em><\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">C\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf n\u1ed5i b\u1eadt t\u00f9y theo t\u1eebng ng\u00e0nh h\u00e0ng c\u1ee5 th\u1ec3 c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn v\u00ed d\u1ee5:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh y t\u1ebf:<\/b><span style=\"font-weight: 400;\"> X\u00e1c \u0111\u1ecbnh c\u00e1c b\u1ec7nh t\u1eeb h\u00ecnh \u1ea3nh X-quang, MRI.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u00e1t hi\u1ec7n gian l\u1eadn:<\/b><span style=\"font-weight: 400;\"> Ph\u00e1t hi\u1ec7n c\u00e1c giao d\u1ecbch b\u1ea5t th\u01b0\u1eddng trong ng\u00e2n h\u00e0ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Customer service:<\/b><span style=\"font-weight: 400;\"> T\u1ea1o chatbot \u0111\u1ec3 h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng 24\/7.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u00e2n t\u00edch c\u1ea3m x\u00fac:<\/b><span style=\"font-weight: 400;\"> Ph\u00e2n t\u00edch c\u1ea3m x\u00fac c\u1ee7a kh\u00e1ch h\u00e0ng t\u1eeb c\u00e1c \u0111\u00e1nh gi\u00e1 v\u00e0 ph\u1ea3n h\u1ed3i.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u1ef1 b\u00e1o:<\/b><span style=\"font-weight: 400;\"> D\u1ef1 b\u00e1o doanh s\u1ed1, nhu c\u1ea7u s\u1ea3n ph\u1ea9m.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Generative_AI_tren_Machine_Learning_Google_Cloud\"><\/span><b>Generative AI tr\u00ean Machine Learning Google Cloud<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/generative-ai-la-gi\/\"><span style=\"font-weight: 400;\">Generative AI<\/span><\/a><span style=\"font-weight: 400;\"> (Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh) l\u00e0 kh\u00e1i ni\u1ec7m c\u1ef1c hot th\u1eddi gian g\u1ea7n \u0111\u00e2y, Generative AI mang \u0111\u1ebfn tr\u1ea3i nghi\u1ec7m ho\u00e0n to\u00e0n m\u1edbi trong c\u00e1c l\u0129nh v\u1ef1c s\u00e1ng t\u1ea1o n\u1ed9i dung, nghi\u00ean c\u1ee9u ph\u00e2n t\u00edch d\u1eef li\u1ec7u, ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng t\u1ef1 \u0111\u1ed9ng\u2026<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Generative AI ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi v\u00e0 s\u00e1ng t\u1ea1o. N\u00f3 \u0111\u01b0\u1ee3c t\u1ea1o d\u1ef1a tr\u00ean tr\u00ean m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u do con ng\u01b0\u1eddi t\u1ea1o ra \u0111\u1ec3 n\u1eafm b\u1eaft c\u00e1c quy lu\u1eadt, m\u1eabu m\u00e3 \u1ea9n ch\u1ee9a b\u00ean trong. T\u1eeb \u0111\u00f3, AI c\u00f3 th\u1ec3 t\u1ef1 t\u1ea1o ra nh\u1eefng n\u1ed9i dung m\u1edbi m\u1ebb, \u0111\u1ed9c \u0111\u00e1o, mang \u0111\u1eadm d\u1ea5u \u1ea5n c\u1ee7a con ng\u01b0\u1eddi nh\u01b0ng v\u1eabn tu\u00e2n theo nh\u1eefng nguy\u00ean t\u1eafc \u0111\u00e3 \u0111\u01b0\u1ee3c h\u1ecdc.<\/span><\/p>\n<h3><b><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20631\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/11\/Screenshot-2024-11-05-at-16.34.52-min.png\" alt=\"Generative AI tr\u00ean Machine Learning Google Cloud\" width=\"1228\" height=\"504\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/11\/Screenshot-2024-11-05-at-16.34.52-min.png 1228w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/11\/Screenshot-2024-11-05-at-16.34.52-min-768x315.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/11\/Screenshot-2024-11-05-at-16.34.52-min-18x7.png 18w\" sizes=\"auto, (max-width: 1228px) 100vw, 1228px\" \/><\/b><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"AI_va_ML_co_moi_quan_he_nhu_the_nao\"><\/span><b>AI v\u00e0 ML c\u00f3 m\u1ed1i quan h\u1ec7 nh\u01b0 th\u1ebf n\u00e0o?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">M\u1eb7c d\u00f9 AI v\u00e0 ML kh\u00f4ng ho\u00e0n to\u00e0n gi\u1ed1ng nhau, nh\u01b0ng ch\u00fang c\u00f3 m\u1ed1i li\u00ean k\u1ebft ch\u1eb7t ch\u1ebd. C\u00e1ch \u0111\u01a1n gi\u1ea3n nh\u1ea5t \u0111\u1ec3 hi\u1ec3u m\u1ed1i quan h\u1ec7 gi\u1eefa AI v\u00e0 ML l\u00e0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI (Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o):<\/b><span style=\"font-weight: 400;\"> L\u00e0 m\u1ed9t l\u0129nh v\u1ef1c nghi\u00ean c\u1ee9u r\u1ed9ng l\u1edbn, t\u1eadp trung v\u00e0o vi\u1ec7c t\u1ea1o ra c\u00e1c m\u00e1y m\u00f3c th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 y\u00eau c\u1ea7u tr\u00ed tu\u1ec7 c\u1ee7a con ng\u01b0\u1eddi, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ecdc h\u1ecfi, suy lu\u1eadn, gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u00e0 t\u1ef1 nh\u1eadn th\u1ee9c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>ML (H\u1ecdc m\u00e1y):<\/b><span style=\"font-weight: 400;\"> L\u00e0 m\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a AI, t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n cho ph\u00e9p m\u00e1y t\u00ednh h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">M\u1ed1i quan h\u1ec7 gi\u1eefa AI v\u00e0 ML c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01a1n gi\u1ea3n v\u00e0 t\u1ed5ng quan nh\u1ea5t l\u00e0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>ML l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 c\u1ee7a AI:<\/b><span style=\"font-weight: 400;\"> H\u1ecdc m\u00e1y cung c\u1ea5p cho AI m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 \u0111\u1ec3 h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kh\u00f4ng ph\u1ea3i t\u1ea5t c\u1ea3 AI \u0111\u1ec1u l\u00e0 ML:<\/b><span style=\"font-weight: 400;\"> C\u00f3 nhi\u1ec1u c\u00e1ch ti\u1ebfp c\u1eadn kh\u00e1c nhau \u0111\u1ec3 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng AI, v\u00e0 h\u1ecdc m\u00e1y ch\u1ec9 l\u00e0 m\u1ed9t trong s\u1ed1 \u0111\u00f3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>ML l\u00e0 m\u1ed9t ph\u1ea7n quan tr\u1ecdng c\u1ee7a AI hi\u1ec7n \u0111\u1ea1i:<\/b><span style=\"font-weight: 400;\"> H\u1ea7u h\u1ebft c\u00e1c h\u1ec7 th\u1ed1ng AI ti\u00ean ti\u1ebfn hi\u1ec7n nay \u0111\u1ec1u s\u1eed d\u1ee5ng h\u1ecdc m\u00e1y \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 c\u1ee7a m\u00ecnh.<\/span><\/li>\n<\/ul>\n<p><i><span style=\"font-weight: 400;\">V\u00ed d\u1ee5 v\u1edbi 02 t\u00e1c v\u1ee5 c\u01a1 b\u1ea3n nh\u1ea5t:<\/span><\/i><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh:<\/b><span style=\"font-weight: 400;\"> M\u1ed9t h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh th\u00e0nh c\u00e1c danh m\u1ee5c kh\u00e1c nhau (v\u00ed d\u1ee5: m\u00e8o, ch\u00f3, xe h\u01a1i).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tr\u1ee3 l\u00fd \u1ea3o:<\/b><span style=\"font-weight: 400;\"> M\u1ed9t tr\u1ee3 l\u00fd \u1ea3o nh\u01b0 Siri ho\u1eb7c Alexa s\u1eed d\u1ee5ng h\u1ecdc m\u00e1y \u0111\u1ec3 hi\u1ec3u c\u00e1c c\u00e2u l\u1ec7nh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c y\u00eau c\u1ea7u t\u01b0\u01a1ng \u1ee9ng.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Tam_ket\"><\/span><b>Conclusion<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Google Cloud cung c\u1ea5p m\u1ed9t h\u1ec7 sinh th\u00e1i phong ph\u00fa c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 d\u1ecbch v\u1ee5 AI, gi\u00fap c\u00e1c doanh nghi\u1ec7p x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng h\u1ecdc m\u00e1y m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng c\u1ea1nh tranh v\u00e0 t\u1ea1o ra nh\u1eefng gi\u00e1 tr\u1ecb m\u1edbi.<\/span><\/p>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>Trong b\u1ed1i c\u1ea3nh cu\u1ed9c c\u00e1ch m\u1ea1ng s\u1ed1 v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111ang di\u1ec5n ra m\u1ea1nh m\u1ebd, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 h\u1ecdc m\u00e1y (Machine learning) \u0111\u00e3 tr\u1edf th\u00e0nh t\u00e2m \u0111i\u1ec3m ch\u00fa \u00fd. V\u1edbi l\u1ee3i th\u1ebf v\u1ec1 h\u1ea1 t\u1ea7ng v\u00e0&hellip;<\/p>","protected":false},"author":2,"featured_media":20633,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-20630","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\/20630","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=20630"}],"version-history":[{"count":0,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/20630\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/20633"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=20630"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=20630"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=20630"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}