{"id":5485,"date":"2021-09-15T06:49:34","date_gmt":"2021-09-15T06:49:34","guid":{"rendered":"https:\/\/training.cloud-ace.vn\/?page_id=5485"},"modified":"2026-09-08T08:30:36","modified_gmt":"2026-09-08T08:30:36","slug":"big-data-machine-learning-fundamentals","status":"publish","type":"page","link":"https:\/\/training.cloud-ace.vn\/en\/big-data-machine-learning-fundamentals\/","title":{"rendered":"Big Data &#038; Machine Learning Fundamentals"},"content":{"rendered":"<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/09\/Asset-8.png\" alt=\"Asset 8\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n<h1>Google Cloud Training Day<\/h1>\n<h3>Big Data &amp; Machine Learning Fundamentals<\/h3>\n<p>Kh\u00f3a h\u1ecdc gi\u1edbi thi\u1ec7u c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u l\u1edbn v\u00e0 machine learning c\u1ee7a Google Cloud h\u1ed7 tr\u1ee3 v\u00f2ng \u0111\u1eddi chuy\u1ec3n t\u1eeb d\u1eef li\u1ec7u sang AI. Qua \u0111\u00f3 b\u1ea1n s\u1ebd kh\u00e1m ph\u00e1 c\u00e1c quy tr\u00ecnh, th\u00e1ch th\u1ee9c v\u00e0 l\u1ee3i \u00edch c\u1ee7a vi\u1ec7c x\u00e2y d\u1ef1ng data pipeline v\u00e0 c\u00e1c m\u00f4 h\u00ecnh machine learning v\u1edbi Vertex AI tr\u00ean Google Cloud.<\/p>\n<\/section>\n<p>      Th\u1eddi gian:<br \/>\n    9:00 am &#8211; 5:00 pm<br \/>\n      L\u1ecbch h\u1ecdc:<br \/>\n    Th\u1ee9 N\u0103m, 03.10.2024<br \/>\n      H\u1ecdc ph\u00ed:<br \/>\n     FREE<\/p>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/09\/Asset-1-1.png\" alt=\"Asset 1\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n<h5>L\u1ee3i \u00edch khi tham gia kh\u00f3a h\u1ecdc<\/h5>\n<\/section>\n<section>\n                                                                <img loading=\"lazy\" decoding=\"async\" width=\"97\" height=\"79\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1@2x-4.png\" alt=\"Asset 1@2x\" data-ratio=\"1.23\" data-original-w=\"97\" \/>                                                    <\/p>\n<h4>Knowledge<\/h4>\n<p>C\u1eadp nh\u1eadt m\u1edbi nh\u1ea5t t\u1eeb Google Cloud<\/p>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n                                                                <img loading=\"lazy\" decoding=\"async\" width=\"85\" height=\"85\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-8@2x-1.png\" alt=\"Asset 8@2x\" data-ratio=\"1\" data-original-w=\"85\" \/>                                                    <\/p>\n<h4>Courseware<\/h4>\n<p>Nh\u1eadn t\u00e0i li\u1ec7u v\u00e0 th\u1ef1c h\u00e0nh Lab Mi\u1ec5n ph\u00ed<\/p>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n                                                                <img loading=\"lazy\" decoding=\"async\" width=\"78\" height=\"78\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2@2x-4.png\" alt=\"Asset 2@2x\" data-ratio=\"1\" data-original-w=\"78\" \/>                                                    <\/p>\n<h4>Ch\u1ee9ng ch\u1ec9<\/h4>\n<p>Nh\u1eadn ch\u1ee9ng ch\u1ec9 sau khi ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc<\/p>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n                                                                <img loading=\"lazy\" decoding=\"async\" width=\"87\" height=\"79\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-7@2x-1.png\" alt=\"Asset 7@2x\" data-ratio=\"1.1\" data-original-w=\"87\" \/>                                                    <\/p>\n<h4>C\u01a1 h\u1ed9i<\/h4>\n<p>\u0110\u1eb7t n\u1ec1n m\u00f3ng tr\u1edf th\u00e0nh <strong>&#8220;Chuy\u00ean gia Google Cloud&#8221;<\/strong><\/p>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-3@2x-1.png\" alt=\"Asset 3@2x\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2-6.png\" alt=\"Asset 2\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n<h5> M\u1ee5c ti\u00eau kho\u00e1 h\u1ecdc<\/h5>\n<\/section>\n<ul>\n<li>\n  Nh\u1eadn bi\u1ebft v\u00f2ng \u0111\u1eddi t\u1eeb d\u1eef li\u1ec7u \u0111\u1ebfn AI tr\u00ean Google Cloud v\u00e0 s\u1ea3n ph\u1ea9m ch\u00ednh c\u1ee7a d\u1eef li\u1ec7u l\u1edbn v\u00e0 machine learning\n  <\/li>\n<li>\n   Thi\u1ebft k\u1ebf streaming pipelines v\u1edbi Dataflow v\u00e0 Pub\/sub\n  <\/li>\n<li>\n    Ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u00ean quy m\u00f4 l\u1edbn v\u1edbi BigQuery\n      <\/li>\n<li>\n  X\u00e1c \u0111\u1ecbnh c\u00e1c l\u1ef1a ch\u1ecdn kh\u00e1c nhau \u0111\u1ec3 x\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p machine learning tr\u00ean Google Cloud\n         <\/li>\n<li>\n      M\u00f4 t\u1ea3 quy tr\u00ecnh machine learning v\u00e0 c\u00e1c b\u01b0\u1edbc ch\u00ednh v\u1edbi Vertex AI\n      <\/li>\n<li>\n      X\u00e2y d\u1ef1ng Machine learning pipeline s\u1eed d\u1ee5ng AutoML\n            <\/li>\n<p>                    <a><br \/>\nREGISTER NOW<br \/>\n            <\/a><\/p>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/09\/Asset-3@2x.png\" alt=\"Asset 3@2x\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-24@2x-3.png\" alt=\"Asset 24@2x\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-6-4.png\" alt=\"Asset 6\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n<h4>OUTLINE<\/h4>\n<\/section>\n<h3>01<\/h3>\n<h4>Big Data and Machine Learning on Google Cloud<\/h4>\n<p>      +<\/p>\n<h5>Google Cloud infrastructure.<\/h5>\n<p>      +<\/p>\n<h5>Compute.<\/h5>\n<p>      +<\/p>\n<h5>Storage.<\/h5>\n<p>      +<\/p>\n<h5>The history of big data and ML products.<\/h5>\n<p>      +<\/p>\n<h5>Big data and ML product categories.<\/h5>\n<p>      +<\/p>\n<h5>Customer example.<\/h5>\n<p>      +<\/p>\n<h5>Hands-on lab: Exploring a BigQuery public dataset.<\/h5>\n<h3>02<\/h3>\n<h4>Data Engineering for Streaming Data<\/h4>\n<p>      +<\/p>\n<h5>Examine big data challenges .<\/h5>\n<p>      +<\/p>\n<h5>Learn about message-oriented architecture.<\/h5>\n<p>      +<\/p>\n<h5>Design and implement streaming pipelines.<\/h5>\n<p>      +<\/p>\n<h5>Visualize data with Looker and Data Studio.<\/h5>\n<p>      +<\/p>\n<h5>Hands-on lab: Creating a Streaming Data Pipeline for a Real-time Dashboard with Dataflow.<\/h5>\n<h3>03<\/h3>\n<h4>Big Data with BigQuery<\/h4>\n<p>      +<\/p>\n<h5>Storage and analytics.<\/h5>\n<p>      +<\/p>\n<h5>BigQuery demo.<\/h5>\n<p>      +<\/p>\n<h5>BigQuery ML.<\/h5>\n<p>      +<\/p>\n<h5>BigQuery ML project phases.<\/h5>\n<p>      +<\/p>\n<h5>BigQuery ML key commands.<\/h5>\n<p>      +<\/p>\n<h5>Hands-on lab:  Predicting purchases with BigQuery ML.<\/h5>\n<h3>04<\/h3>\n<h4>Machine Learning Options on Google Cloud<\/h4>\n<p>      +<\/p>\n<h5>ML options.<\/h5>\n<p>      +<\/p>\n<h5>Pre-built APIs.<\/h5>\n<p>      +<\/p>\n<h5>AutoML.<\/h5>\n<p>      +<\/p>\n<h5>Custom training.<\/h5>\n<p>      +<\/p>\n<h5>Vertex AI.<\/h5>\n<p>      +<\/p>\n<h5>AI solutions.<\/h5>\n<h3>05<\/h3>\n<h4>The Machine Learning Workflow with Vertex AI<\/h4>\n<p>      +<\/p>\n<h5>The three stages of the ML workflow.<\/h5>\n<p>      +<\/p>\n<h5>Data preparation.<\/h5>\n<p>      +<\/p>\n<h5>Model training.<\/h5>\n<p>      +<\/p>\n<h5>Model evaluation.<\/h5>\n<p>      +<\/p>\n<h5>Model serving.<\/h5>\n<p>      +<\/p>\n<h5>Hands-on lab: Predicting Loan Risk with AutoM.<\/h5>\n<h3>06<\/h3>\n<h4>Summary<\/h4>\n<p>      +<\/p>\n<h5>Recap of key learning points.<\/h5>\n<p>      +<\/p>\n<h5>Resources.<\/h5>\n<p>    <button><br \/>\n    <\/button><br \/>\n<button><br \/>\n    <\/button><\/p>\n<section>\n<h5>trainer cho kho\u00e1 h\u1ecdc<\/h5>\n<\/section>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2@2x-1.png\" alt=\"Asset 2@2x\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n<h2>MI NGUY\u1ec4N<\/h2>\n<h3>Google Cloud Authorized Trainer <\/h3>\n<p>Kinh nghi\u1ec7m l\u00e0m vi\u1ec7c \u1edf v\u1ecb tr\u00ed AI Engineer t\u1ea1i H\u00e0n Qu\u1ed1c v\u00e0 New Zealands v\u00e0 l\u00e0m vi\u1ec7c \u1edf v\u1ecb tr\u00ed Senior AI Engineer v\u00e0 Data Scientist cho c\u00e1c doanh nghi\u1ec7p l\u1edbn \u1edf Vi\u1ec7t Nam. B\u00ean c\u1ea1nh \u0111\u00f3, Mi c\u00f3 kinh nghi\u1ec7m gi\u1ea3ng d\u1ea1y v\u1ec1 khoa h\u1ecdc d\u1eef li\u1ec7u cho h\u00e0ng ngh\u00ecn h\u1ecdc vi\u00ean. Mi hy v\u1ecdng c\u00f3 th\u1ec3 \u0111\u1ed3ng h\u00e0nh v\u00e0 ph\u00e1t tri\u1ec3n c\u00f9ng c\u00e1c b\u1ea1n trong qu\u00e1 tr\u00ecnh t\u00ecm hi\u1ec3u khoa h\u1ecdc d\u1eef li\u1ec7u tr\u00ean Google Cloud.<\/p>\n<\/section>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-28@2x.png\" alt=\"Asset 28@2x\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/09\/Asset-3.png\" alt=\"Asset 3\" \/><br \/>\n<\/section>\n<p><!-- widget-container -->\t\t<\/p>\n<section>\n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-4.png\" alt=\"Asset 1\" \/><br \/>\n<\/section>\n<p><!-- widget-container --><\/p>","protected":false},"excerpt":{"rendered":"<p>Google Cloud Training Day Big Data &amp; Machine Learning Fundamentals Kh\u00f3a h\u1ecdc gi\u1edbi thi\u1ec7u c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u l\u1edbn v\u00e0 machine learning c\u1ee7a Google Cloud h\u1ed7 tr\u1ee3 v\u00f2ng \u0111\u1eddi chuy\u1ec3n t\u1eeb d\u1eef li\u1ec7u sang AI. Qua \u0111\u00f3 b\u1ea1n s\u1ebd kh\u00e1m ph\u00e1 c\u00e1c quy tr\u00ecnh, th\u00e1ch th\u1ee9c v\u00e0 l\u1ee3i \u00edch c\u1ee7a vi\u1ec7c [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":8167,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-5485","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.5.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Big Data &amp; Machine Learning Fundamentals - Cloud Ace Training<\/title>\n<meta name=\"description\" content=\"Gi\u1edbi thi\u1ec7u c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 Big Data v\u00e0 Machine Learning c\u1ee7a Google Cloud h\u1ed7 tr\u1ee3 v\u00f2ng \u0111\u1eddi chuy\u1ec3n t\u1eeb d\u1eef li\u1ec7u sang AI.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/training.cloud-ace.vn\/en\/big-data-machine-learning-fundamentals\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Big Data &amp; 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