{"id":3309,"date":"2021-09-07T03:20:02","date_gmt":"2021-09-07T03:20:02","guid":{"rendered":"http:\/\/training.cloud-ace.vn\/?page_id=3309"},"modified":"2022-07-13T09:45:56","modified_gmt":"2022-07-13T09:45:56","slug":"ml-pipelines-on-google-cloud","status":"publish","type":"page","link":"https:\/\/training.cloud-ace.vn\/en\/googlecloudtraining\/ml-pipelines-on-google-cloud\/","title":{"rendered":"ML Pipelines on Google Cloud"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"3309\" class=\"elementor elementor-3309\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-518c844 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"518c844\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ebbe37a\" data-id=\"ebbe37a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-49e2d2a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"49e2d2a\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-caa2b6e\" data-id=\"caa2b6e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3432176 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_image\" data-id=\"3432176\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au7dbdef46\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/09\/Asset-22.png\" alt=\"Asset 22\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-0b81dbe\" data-id=\"0b81dbe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-18d4484 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"18d4484\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h2 class=\"aux-modern-heading-primary\">Overview<\/h2><div class=\"aux-modern-heading-description\"><p><span data-sheets-value=\"{\" data-sheets-userformat=\"{\">In this course, you will learn about TensorFlow Extended (or TFX), which is Google\u2019s production machine learning platform based on TensorFlow for management of ML pipelines and metadata. The first few modules discuss pipeline components, pipeline orchestration with TFX, how you can automate your pipeline through CI\/CD, and how to manage ML metadata. Then we will discuss how to automate and reuse ML pipelines across multiple ML frameworks such as tensorflow, pytorch, scikit learn, and xgboost. You will also learn how to use Cloud Composer to orchestrate your continuous training pipelines, and MLflow for managing the complete machine learning life cycle. <\/span><\/p><p class=\"time\">Duration: 8h<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89718f3 elementor-widget__width-auto aux-appear-watch-animation aux-scale-down-1 elementor-widget-mobile__width-inherit elementor-widget elementor-widget-aux_modern_button\" data-id=\"89718f3\" data-element_type=\"widget\" id=\"register-btn\" data-widget_type=\"aux_modern_button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t    <div class=\"aux-modern-button-wrapper aux-modern-button-align-left\" >\n                    <a class=\"aux-modern-button aux-black aux-modern-button-md aux-modern-button-normal aux-modern-button-default aux-icon-\">\n                <div class=\"aux-overlay\"><\/div>\n                                    <div class=\"aux-icon\">\n                                            <\/div>\n                                <div class=\"aux-text\">\n<span class=\"aux-text-before\">REGISTER NOW<\/span>                <\/div>\n            <\/a>\n            \n    <\/div>\n\n    \t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06e69ce elementor-widget elementor-widget-html\" data-id=\"06e69ce\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script>\n   document.getElementById(\"register-btn\").onclick = function(){\n    console.log(\"clicked\");\n   let element = document.getElementById(\"register-form\");\n    element.scrollIntoView({behavior: \"smooth\"});\n   }\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-6087a07 elementor-widget elementor-widget-aux_image\" data-id=\"6087a07\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au71957ea0\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2-8.png\" alt=\"Asset 2\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d1d7504 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d1d7504\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3b198ea\" data-id=\"3b198ea\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a422811 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a422811\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8825fc7\" data-id=\"8825fc7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-05e1b85 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"05e1b85\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">Objective <\/h5><div class=\"aux-modern-heading-description\"><p>After completing the course, students will have the following knowledge:<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-a43da05 aux-appear-watch-animation aux-fade-in-left-1 elementor-widget elementor-widget-aux_text\" data-move-in=\"\" data-move-out=\"\" data-axis-x=\"150\" data-axis-y=\"100\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"a43da05\" data-element_type=\"widget\" data-widget_type=\"aux_text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-text aux-parent-aub184f068\">        <div class=\"aux-widget-advanced-text aux-wrap-style-simple aux-ico-pos-top aux-text-left aux-text-resp- aux-text-color-dark aux-text-widget-bg-center\" >\n        \n            \n            <div class=\"aux-text-inner aux-text-widget-content\">\n                                <div class=\"widget-content\">\n                                        <ul>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- \u0110i\u1ec1u ph\u1ed1i \u0111\u00e0o t\u1ea1o model v\u00e0 tri\u1ec3n khai v\u1edbi TFX v\u00e0 Cloud AI Platform\\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh machine learning hi\u1ec7u qu\u1ea3 \\n- Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o s\u1eed d\u1ee5ng frameworks kh\u00e1c nhau (Scikit Learn, XGBoost, PyTorch) v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline s\u1eed d\u1ee5ng Cloud Composer v\u00e0 MLFlow\\n- T\u00edch h\u1ee3p ML workflow v\u1edbi upstream v\u00e0 downstream qu\u1ea3n l\u00fd d\u1eef li\u1ec7u lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m end-to-end lineage v\u00e0 qu\u1ea3n l\u00fd metadata.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Orchestrate model training and deployment with TFX and Cloud AI Platform.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- \u0110i\u1ec1u ph\u1ed1i \u0111\u00e0o t\u1ea1o model v\u00e0 tri\u1ec3n khai v\u1edbi TFX v\u00e0 Cloud AI Platform\\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh machine learning hi\u1ec7u qu\u1ea3 \\n- Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o s\u1eed d\u1ee5ng frameworks kh\u00e1c nhau (Scikit Learn, XGBoost, PyTorch) v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline s\u1eed d\u1ee5ng Cloud Composer v\u00e0 MLFlow\\n- T\u00edch h\u1ee3p ML workflow v\u1edbi upstream v\u00e0 downstream qu\u1ea3n l\u00fd d\u1eef li\u1ec7u lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m end-to-end lineage v\u00e0 qu\u1ea3n l\u00fd metadata.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Operate deployed machine learning models effectively and efficiently.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- \u0110i\u1ec1u ph\u1ed1i \u0111\u00e0o t\u1ea1o model v\u00e0 tri\u1ec3n khai v\u1edbi TFX v\u00e0 Cloud AI Platform\\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh machine learning hi\u1ec7u qu\u1ea3 \\n- Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o s\u1eed d\u1ee5ng frameworks kh\u00e1c nhau (Scikit Learn, XGBoost, PyTorch) v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline s\u1eed d\u1ee5ng Cloud Composer v\u00e0 MLFlow\\n- T\u00edch h\u1ee3p ML workflow v\u1edbi upstream v\u00e0 downstream qu\u1ea3n l\u00fd d\u1eef li\u1ec7u lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m end-to-end lineage v\u00e0 qu\u1ea3n l\u00fd metadata.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Perform continuous training using various frameworks (Scikit Learn, XGBoost, PyTorch) and orchestrate pipelines using Cloud Composer and MLFlow.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- \u0110i\u1ec1u ph\u1ed1i \u0111\u00e0o t\u1ea1o model v\u00e0 tri\u1ec3n khai v\u1edbi TFX v\u00e0 Cloud AI Platform\\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh machine learning hi\u1ec7u qu\u1ea3 \\n- Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o s\u1eed d\u1ee5ng frameworks kh\u00e1c nhau (Scikit Learn, XGBoost, PyTorch) v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline s\u1eed d\u1ee5ng Cloud Composer v\u00e0 MLFlow\\n- T\u00edch h\u1ee3p ML workflow v\u1edbi upstream v\u00e0 downstream qu\u1ea3n l\u00fd d\u1eef li\u1ec7u lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m end-to-end lineage v\u00e0 qu\u1ea3n l\u00fd metadata.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Integrate ML workflows with upstream and downstream data management workflows to maintain end-to-end lineage and metadata management.<\/span><\/li>\n<\/ul>                <\/div>\n                            <\/div>\n        <\/div>\n                    <div class=\"aux-text-widget-footer\">\n                <div class=\"aux-border-shape-none\">\n                                <\/div>\n            <\/div>\n        \n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e57a3c8 elementor-widget elementor-widget-aux_image\" data-id=\"e57a3c8\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-aufc448d2a\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-4-5.png\" alt=\"Asset 4\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-97e8d56\" data-id=\"97e8d56\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2c3cc6f aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"2c3cc6f\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">Audience<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-0b5c896 aux-appear-watch-animation aux-fade-in-left-1 elementor-widget elementor-widget-aux_text\" data-move-in=\"\" data-move-out=\"\" data-axis-x=\"150\" data-axis-y=\"100\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"0b5c896\" data-element_type=\"widget\" data-widget_type=\"aux_text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-text aux-parent-auda0c8b88\">        <div class=\"aux-widget-advanced-text aux-wrap-style-simple aux-ico-pos-top aux-text-left aux-text-resp- aux-text-color-dark aux-text-widget-bg-center\" >\n        \n            \n            <div class=\"aux-text-inner aux-text-widget-content\">\n                                <div class=\"widget-content\">\n                                        <ul>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Data Scientist \u0111ang t\u00ecm c\u00e1ch \u0111\u01b0a Machine Learning nguy\u00ean m\u1eabu \u0111\u1ec3 s\u1ea3n xu\u1ea5t mang l\u1ea1i gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p\\n- Software Engineer \u0111ang t\u00ecm ki\u1ebfm ph\u00e1t tri\u1ec3n k\u1ef9 thu\u1eadt Machine learning \\n- ML Engineer mu\u1ed1n \u00e1p d\u1ee5ng Google Cloud cho c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i &quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Data Scientists looking to deliver business impact by quickly converting from Machine Learning prototype to production.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Data Scientist \u0111ang t\u00ecm c\u00e1ch \u0111\u01b0a Machine Learning nguy\u00ean m\u1eabu \u0111\u1ec3 s\u1ea3n xu\u1ea5t mang l\u1ea1i gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p\\n- Software Engineer \u0111ang t\u00ecm ki\u1ebfm ph\u00e1t tri\u1ec3n k\u1ef9 thu\u1eadt Machine learning \\n- ML Engineer mu\u1ed1n \u00e1p d\u1ee5ng Google Cloud cho c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i &quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Software Engineers looking to develop Machine Learning Engineering skills<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Data Scientist \u0111ang t\u00ecm c\u00e1ch \u0111\u01b0a Machine Learning nguy\u00ean m\u1eabu \u0111\u1ec3 s\u1ea3n xu\u1ea5t mang l\u1ea1i gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p\\n- Software Engineer \u0111ang t\u00ecm ki\u1ebfm ph\u00e1t tri\u1ec3n k\u1ef9 thu\u1eadt Machine learning \\n- ML Engineer mu\u1ed1n \u00e1p d\u1ee5ng Google Cloud cho c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i &quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">ML Engineers who want to adopt Google Cloud. <\/span><\/li>\n<\/ul>                <\/div>\n                            <\/div>\n        <\/div>\n                    <div class=\"aux-text-widget-footer\">\n                <div class=\"aux-border-shape-none\">\n                                <\/div>\n            <\/div>\n        \n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02d1464 elementor-widget elementor-widget-aux_image\" data-id=\"02d1464\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-aufb765f20\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-4-5.png\" alt=\"Asset 4\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7657e96 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"7657e96\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">prerequisite<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-c3aa3d0 aux-appear-watch-animation aux-fade-in-left-1 elementor-widget elementor-widget-aux_text\" data-move-in=\"\" data-move-out=\"\" data-axis-x=\"150\" data-axis-y=\"100\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"c3aa3d0\" data-element_type=\"widget\" data-widget_type=\"aux_text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-text aux-parent-aucdaeef7b\">        <div class=\"aux-widget-advanced-text aux-wrap-style-simple aux-ico-pos-top aux-text-left aux-text-resp- aux-text-color-dark aux-text-widget-bg-center\" >\n        \n            \n            <div class=\"aux-text-inner aux-text-widget-content\">\n                                <div class=\"widget-content\">\n                                        <ul><li><span data-sheets-value=\"{\" data-sheets-userformat=\"{\" data-sheets-textstyleruns=\"{\" data-sheets-hyperlinkruns=\"[null,22,\">Have completed <a href=\"https:\/\/training.cloud-ace.vn\/en\/googlecloudtraining\/machine-learning-with-tensorflow-on-google-cloud\/\">Machine Learning with Google Cloud<\/a> v\u00e0 kh\u00f3a<a href=\"https:\/\/training.cloud-ace.vn\/en\/googlecloudtraining\/ml-pipelines-on-google-cloud\/\"> MLOps Fundamental<\/a> or have equivalent experience<\/span><\/li><\/ul>                <\/div>\n                            <\/div>\n        <\/div>\n                    <div class=\"aux-text-widget-footer\">\n                <div class=\"aux-border-shape-none\">\n                                <\/div>\n            <\/div>\n        \n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-477858c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"477858c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-70ce50a\" data-id=\"70ce50a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-67c66ca elementor-widget elementor-widget-aux_image\" data-id=\"67c66ca\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au8b67cf3c\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-6-4.png\" alt=\"Asset 6\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3e1858 elementor-widget elementor-widget-aux_modern_heading\" data-id=\"d3e1858\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h4 class=\"aux-modern-heading-primary\">OUTLINE<\/h4><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f774f9f elementor-widget elementor-widget-html\" data-id=\"f774f9f\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div id=\"wrap-programs\">\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n          <div class=\"wrap-number-head\">\n            <h3 class=\"number-head\">01<\/h3>\n          <\/div>\n          <h4 class=\"title-head\">Module 1: Introduction to TFX<\/h4>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Develop a high level understanding of TFX standard pipeline components.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Learn how to use a TFX Interactive Context for prototype development of TFX pipelines.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Work with the Tensorflow Data Validation (TFDV) library to check and analyze input data.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Utilize the Tensorflow Transform (TFT) library for scalable data preprocessing and feature transformations.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Use the KerasTuner library for model hyperparameter tuning.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Employ the Tensorflow Model Analysis (TFMA) library for model evaluation.<\/h5>\n        <\/div>\n        \n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">02<\/h3>\n    <\/div>\n    <h4 class=\"title-head\"> Pipeline orchestration with TFX<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Use the TFX CLI and Kubeflow UI to build and deploy TFX pipelines to a hosted AI Platform Pipelines instance on Google Cloud.<\/h5>\n  <\/div>\n   <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Deploy a TensorFlow model trained using AI Platform Training to AI Platform Prediction.<\/h5>\n  <\/div>\n     <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\"> Perform advanced distributed hyperparameter tuning using CloudTuner and Cloud AI Platform Vizier.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">\n       <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">03<\/h3>\n    <\/div>\n    <h4 class=\"title-head\"> Custom components and CI\/CD for TFX pipelines<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Develop a CI\/CD workflow with Cloud Build to build and deploy a TFX Pipeline.<\/h5>\n  <\/div>\n   <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Integrate Github trigger to trigger Cloud Build CI\/CD workflow for a TFX pipeline.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">\n        <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">04<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">ML Metadata with TFX<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Access and analyze pipeline artifacts in ML Metadata store.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">\n<div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">05<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with Scikit-learn and AI Platform Pipelines.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with PyTorch and AI Platform Pipelines.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with XGBoost and AI Platform Pipelines.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with TensorFlow and AI Platform Pipelines.<\/h5>\n  <\/div>\n \n    <\/div>\n    <div class=\"wrap-program\">\n        \n           <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">06<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">Continuous Training with Cloud Composer<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with Cloud Composer.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">\n        \n       <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">07<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">ML Pipelines with MLflow<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Manage Machine Learning lifecycle with MLflow.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">    \n        \n        \n        \n        <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">08<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">Summary<\/h4>\n<\/div>\n <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Summarize the course.<\/h5>\n <\/div>\n\n    <\/div>\n  <\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50a25fd elementor-widget elementor-widget-html\" data-id=\"50a25fd\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"wrap-btn-more\">\n    <button class=\"btn-more-list-item\">\n    <\/button>\n<button class=\"btn-hidden-more-list-item\">\n    <\/button>\n<\/div>\n\n<script>\n\njQuery(document).ready(function($) {\n  $(\" #wrap-programs .wrap-program:nth-child(n+4)\").addClass(\"course-hidden\");\n  $(\".btn-hidden-more-list-item\").addClass(\"course-hidden\");\n  let numItems = $('.wrap-program').length;\n  let count_more = numItems - 3;\n  $('.btn-more-list-item').text(\"+ \" + count_more + \" More lessons\");\n  $(\".btn-more-list-item\").attr(\"onclick\", \"showLessionCourse()\");\n  $(\".btn-hidden-more-list-item\").attr(\"onclick\", \"hiddenLessionCourse()\");\n  \nshowLessionCourse = () => {\n  $(\" #wrap-programs .wrap-program:nth-child(n+4)\").removeClass(\"course-hidden\");\n  $(\".btn-more-list-item\").addClass(\"course-hidden\");\n  $(\".btn-hidden-more-list-item\").removeClass(\"course-hidden\").text(\"See less\");;\n}\nhiddenLessionCourse = () => {\n  $(\" #wrap-programs .wrap-program:nth-child(n+4)\").addClass(\"course-hidden\");\n  $(\".btn-more-list-item\").removeClass(\"course-hidden\");\n  $(\".btn-hidden-more-list-item\").addClass(\"course-hidden\");\n}\n});\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-530ae7a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"530ae7a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bc3326a\" data-id=\"bc3326a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-75267b3 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"75267b3\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">Study with<br \/>\nGoogle Cloud expert<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5326a53 elementor-widget elementor-widget-html\" data-id=\"5326a53\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"columns\">\n    <div class=\"column\">\n      <div id=\"trainerInfo\">\n        <p id=\"trainerName\" class=\"text-right blue\"><\/p>\n        <p id=\"trainerPosition\" class=\"text-right blue-2\"><\/p>\n        <p id=\"trainerDescription\" class=\"text-right\"><\/p>\n      <\/div>\n    <\/div>\n    <div class=\"column\">\n      <div class=\"trainerList\">\n            <img\n              id=\"first\" \n              onmouseover=\"showImg('first')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-23@2x-2.png\"\n            \/>\n            <img\n              id=\"second\" \n              onmouseover=\"showImg('second')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-25@2x.png\"\n            \/>\n            <img\n              id=\"third\" \n              onmouseover=\"showImg('third')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-23@2x.png\"\n            \/>\n            <img\n              id=\"fourth\" \n              onmouseover=\"showImg('fourth')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-24@2x-1.png\"\n            \/>\n            <img\n              id=\"fifth\" \n              onmouseover=\"showImg('fifth')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-24@2x.png\"\n            \/>\n            <img\n              id=\"sixth\" \n              onmouseover=\"showImg('sixth')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/07\/Asset-30@9x.png\"\n            \/>\n            <img\n              id=\"seventh\" \n              onmouseover=\"showImg('seventh')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/07\/Asset-32@9x.png\"\n            \/>\n            <img\n              id=\"eighth\" \n              onmouseover=\"showImg('eighth')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/07\/Asset-31@9x.png\"\n            \/>\n        <\/div>\n      <\/div>\n  <\/section>\n  <style>\n    #trainerInfo {\n      -webkit-transition: opacity .5s ease-in-out;\n      -moz-transition: opacity .5s ease-in-out;\n      -ms-transition: opacity .5s ease-in-out;\n      -o-transition: opacity .5s ease-in-out;\n      transition: opacity .5s ease-in-out;\n    }\n    #trainerInfo p {\n      margin: 10px;\n    }\n   \n    #trainerPosition {\n      font-size: 20px;\n      font-weight: 600;\n      font-style: italic;\n    }\n    #trainerDescription {\n      font-size: 20px;\n      color: #7a7a7a;\n    }\n    .blue {\n      color: #005cac;\n    }\n    .blue-2 {\n      color: #4388f5;\n    }\n    .columns {\n      display: flex;\n      flex-flow: row wrap;\n      justify-content: center;\n      margin: 5px 0;\n    }\n    .column {\n      flex: 1;\n      margin: 2px;\n      padding: 10px;\n    }\n \n   @media screen and (max-width: 1023px){\n    #trainerInfo {\n        padding-top: 100px;    \n      }\n      \n      .trainerList img {\n          max-width: 100px;\n          transition: transform 1s;\n          padding: 5px;\n      }\n      #trainerName {\n        font-size: 35px;\n        font-weight: bold;\n        }\n    }\n    @media screen and (min-width: 1024px) {\n         #trainerName {\n      font-size: 45px;\n      font-weight: bold;\n    }\n      .trainerList img {\n        max-width: 150px;\n        transition: transform 1s;\n      }\n      .trainerList {\n        padding: 0 100px;\n      }\n      .trainerList img {\n        position: absolute;\n      }\n      .trainerList #first {\n        right: 400px;\n        top: 40px;\n      }\n      .trainerList #second {\n        right: 230px;\n      }\n      .trainerList #third {\n        top: 180px;\n        right: 500px;\n      }\n      .trainerList #fourth {\n        top: 350px;\n        right: 400px;\n      }\n      .trainerList #fifth {\n        top: 380px;\n        right: 220px;\n      }\n        .trainerList #sixth {\n        top: 100px;\n        right: 70px;\n      }\n        .trainerList #seventh {\n        top: 250px;\n        right: 0px;\n      }\n        .trainerList #eighth {\n        top: 400px;\n        right: 40px;\n      }\n      \/* .trainerList img:hover {\n        transform: scale(1.5);\n      } *\/\n      #trainerInfo {\n        padding: 80px 40px 100px 60px;\n        min-height: 500px;\n      }\n      .columns .column:first-child {\n        border-right: 2px solid #4388f5;\n      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V\u01b0\u01a1ng mong mu\u1ed1n \u0111em hi\u1ec3u bi\u1ebft v\u1ec1 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y c\u0169ng nh\u01b0 Google Cloud \u0111\u1ec3 chia s\u1ebb v\u00e0 gi\u00fap c\u00e1c h\u1ecdc vi\u00ean hi\u1ec3u bi\u1ebft v\u00e0 l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3 tr\u00ean Google Cloud.\";\n        info.style.opacity = 1;\n        },500);\n        break;\n      case 'second':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1.4)\";\n        document.getElementById('third').style.transform = \"scale(1)\";\n        document.getElementById('fourth').style.transform = \"scale(1)\";\n        document.getElementById('fifth').style.transform = \"scale(1)\";\n        document.getElementById('sixth').style.transform = \"scale(1)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n         name.innerHTML = \"Mi Nguy\u1ec5n\";\n        position.innerHTML = \"Google Cloud Authorized Trainer\";\n        description.innerHTML =\n          \"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. <br\/>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.\";\n        info.style.opacity = 1;\n        },500);\n        break;\n      case 'third':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1)\";\n        document.getElementById('third').style.transform = \"scale(1.4)\";\n        document.getElementById('fourth').style.transform = \"scale(1)\";\n        document.getElementById('fifth').style.transform = \"scale(1)\";\n        document.getElementById('sixth').style.transform = \"scale(1)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n        name.innerHTML = \"Hi\u1ebfu L\u00ea\";\n        position.innerHTML = \"Google Cloud Authorized Trainer\";\n        description.innerHTML =\n          \"Kinh nghi\u1ec7m Back-end Developer v\u00e0 l\u00e0m vi\u1ec7c \u1edf c\u00e1c v\u1ecb tr\u00ed Data Analytics v\u00e0 Data Engineer h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u \u1edf m\u00f4i tr\u01b0\u1eddng On-premises v\u00e0 Google Cloud. Hi\u1ebfu c\u00f3 ni\u1ec1m \u0111am m\u00ea chia s\u1ebb ki\u1ebfn th\u1ee9c v\u00e0 kinh nghi\u1ec7m c\u1ee7a m\u00ecnh \u0111\u1ec3 gi\u00fap c\u00e1c doanh nghi\u1ec7p v\u00e0 h\u1ecdc vi\u00ean t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 tr\u00ean Google Cloud \";\n        info.style.opacity = 1;\n        },500);\n          break;     \n      case 'fourth':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1)\";\n        document.getElementById('third').style.transform = \"scale(1)\";\n        document.getElementById('fourth').style.transform = \"scale(1.4)\";\n        document.getElementById('fifth').style.transform = \"scale(1)\";\n        document.getElementById('sixth').style.transform = \"scale(1)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n        name.innerHTML = \"Ph\u01b0\u01a1ng Nguy\u1ec5n \";\n        position.innerHTML = \"Google Cloud Instructor\";\n        description.innerHTML =\n          \"Kinh nghi\u1ec7m h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng v\u1ec1 h\u1ea1 t\u1ea7ng on-premise trong m\u00f4i tr\u01b0\u1eddng Data center t\u1ea1i Vi\u1ec7t Nam v\u00e0  t\u01b0 v\u1ea5n, h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng migrate h\u1ec7 th\u1ed1ng v\u00e0 \u0111\u01b0a gi\u1ea3i ph\u00e1p h\u1ed7 tr\u1ee3  kh\u00e1ch h\u00e0ng tr\u00ean Google Cloud.  Ph\u01b0\u01a1ng mong mu\u1ed1n chia s\u1ebb nh\u1eefng gi\u00e1 tr\u1ecb t\u1ed1t nh\u1ea5t c\u1ee7a Google Cloud \u0111\u1ebfn v\u1edbi c\u00e1 nh\u00e2n v\u00e0 doanh nghi\u1ec7p \u0111\u1ec3 t\u1eadn d\u1ee5ng th\u1ebf m\u1ea1nh v\u00e0 th\u00e0nh c\u00f4ng khi l\u00e0m vi\u1ec7c v\u1edbi Google Cloud.\";\n        info.style.opacity = 1;\n        },500);\n        break;\n      case 'fifth':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1)\";\n        document.getElementById('third').style.transform = \"scale(1)\";\n        document.getElementById('fourth').style.transform = \"scale(1)\";\n        document.getElementById('fifth').style.transform = \"scale(1.4)\";\n        document.getElementById('sixth').style.transform = \"scale(1)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n        name.innerHTML = \"\u0110\u1eb7ng V\u0169 Anh\";\n        position.innerHTML = \"Google Cloud Authorized Trainer\";\n        description.innerHTML =\n          \"Kinh nghi\u1ec7m t\u01b0 v\u1ea5n \u0111\u01b0a ra gi\u1ea3i ph\u00e1p cho doanh nghi\u1ec7p chuy\u1ec3n \u0111\u1ed5i h\u1ec7 th\u1ed1ng l\u00ean Google Cloud V\u0169 Anh mong mu\u1ed1n c\u00f3 c\u01a1 h\u1ed9i c\u00f9ng \u0111\u1ed3ng h\u00e0nh v\u00e0 ph\u00e1t tri\u1ec3n  v\u1edbi doanh nghi\u1ec7p trong nh\u1eefng b\u01b0\u1edbc \u0111i chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong th\u1eddi gian t\u1edbi. Hi\u1ec7n t\u1ea1i, V\u0169 Anh \u0111ang l\u00e0 Trainer c\u1ee7a c\u00e1c l\u1edbp h\u1ecdc v\u1ec1 x\u00e2y d\u1ef1ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng tr\u00ean Google Cloud\";\n        info.style.opacity = 1;\n        },500);\n      default:\n        break;\n    case 'sixth':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1)\";\n        document.getElementById('third').style.transform = \"scale(1)\";\n        document.getElementById('fourth').style.transform = \"scale(1)\";\n        document.getElementById('fifth').style.transform = \"scale(1)\";\n        document.getElementById('sixth').style.transform = \"scale(1.4)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n        name.innerHTML = \"Ph\u1ea1m H\u1eefu T\u00fa\";\n        position.innerHTML = \"Google Cloud Authorized Trainer\";\n        description.innerHTML =\n          \"T\u00fa c\u00f3 kinh nghi\u1ec7m h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng trong vi\u1ec7c thi\u1ebft k\u1ebf datapipeline v\u00e0 \u0111\u01b0a ra gi\u1ea3i ph\u00e1p x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p. T\u00fa tin r\u1eb1ng b\u1eb1ng nh\u1eefng ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng \u0111\u00e3 h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng trong th\u1eddi gian c\u00f3 th\u1ec3 \u0111em \u0111\u1ebfn ki\u1ebfn th\u1ee9c h\u1eefu \u00fd v\u00e0 gi\u00e1 tr\u1ecb cho h\u1ecdc vi\u00ean khi t\u00ecm hi\u1ec3u v\u00e0 l\u00e0m vi\u1ec7c tr\u00ean Google Cloud.\";\n        info.style.opacity = 1;\n        },500);\n        break;\n    case 'seventh':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1)\";\n        document.getElementById('third').style.transform = \"scale(1)\";\n        document.getElementById('fourth').style.transform = \"scale(1)\";\n        document.getElementById('fifth').style.transform = \"scale(1)\";\n        document.getElementById('sixth').style.transform = \"scale(1)\";\n        document.getElementById('seventh').style.transform = \"scale(1.4)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n        name.innerHTML = \"D\u01b0\u01a1ng B\u00e1 V\u1eadn\";\n        position.innerHTML = \"Google Cloud Authorized Trainer\";\n        description.innerHTML =\n          \"V\u1edbi kinh nghi\u1ec7m l\u00e0m vi\u1ec7c h\u1ed7 tr\u1ee3 KH v\u1ec1 h\u1ea1 t\u1ea7ng On-premises v\u00e0 Google Cloud t\u1eeb vi\u1ec7c t\u01b0 v\u1ea5n, tri\u1ec3n khai v\u00e0 t\u1ed1i \u01b0u chi ph\u00ed h\u1ea1 t\u1ea7ng tr\u00ean Google Cloud cho KH trong ng\u00e0nh th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, b\u00e1n l\u1ebb, ng\u00e2n h\u00e0ng, logistic... 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Ti\u1ebfn Anh mu\u1ed1n lan t\u1ecfa nh\u1eefng ki\u1ebfn th\u1ee9c h\u1eefu \u00fd n\u00e0y gi\u00fap cho c\u00e1c k\u1ef9 s\u01b0 v\u00e0 kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 Google Cloud v\u00e0 x\u00e2y d\u1ef1ng quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 cho doanh nghi\u1ec7p.\";\n        info.style.opacity = 1;\n        },500);\n        break;\n    \n    }\n  }\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbbecd3 elementor-widget elementor-widget-aux_image\" data-id=\"bbbecd3\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au8c89318f\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2@2x-1.png\" alt=\"Asset 2@2x\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bfc3c2a elementor-widget elementor-widget-aux_image\" data-id=\"bfc3c2a\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-aua228a3b4\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-32@2x-1.png\" alt=\"Asset 32@2x\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d1a0a1 elementor-widget elementor-widget-aux_image\" data-id=\"0d1a0a1\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au1dfaef47\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2-1.png\" alt=\"Asset 2\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-733f7be1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"733f7be1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3e440731\" data-id=\"3e440731\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-19f9b547 elementor-widget elementor-widget-aux_modern_heading\" data-id=\"19f9b547\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h4 class=\"aux-modern-heading-primary\">Student feedback<\/h4><div class=\"aux-modern-heading-description\"><p>Cloud Ace Training<br \/>Bringing great experiences to students<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-594958b elementor-widget elementor-widget-aux_image\" data-id=\"594958b\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au66827811\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-4-1.png\" alt=\"Asset 4\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24c1036a elementor-widget elementor-widget-wp-widget-custom_html\" data-id=\"24c1036a\" data-element_type=\"widget\" data-widget_type=\"wp-widget-custom_html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"textwidget custom-html-widget\"><div class=\"glider\">\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/tuan-anh.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Tr\u1ea7n Tu\u1ea5n Anh<\/h5>\r\n                    <p class=\"postion-student\">IT<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n              After completing the Associate Cloud Engineer course, I knew how to operate and deploy projects on Google Cloud and confidently took the Google Cloud certification exam.\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Anh-hoc-vien-Nguyen-Ngoc-Minh-Thy.jpeg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Nguy\u1ec5n Ng\u1ecdc Minh Thy<\/h5>\r\n                    <p class=\"postion-student\">Data Engineer<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n               After completing the Professional Data Engineer course, I have enough knowledge and confidence to take the Google Cloud certification exam to prepare for my upcoming job.\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/quoc-thang.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Tr\u01b0\u01a1ng Qu\u1ed1c Th\u1eafng<\/h5>\r\n                    <p class=\"postion-student\">Data Engineer<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n         I learned how to choose tools and apply them to businesses to process data effectively through the Professional Data Engineer course.\t\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Anh-Hoc-vien-Pha\u0323m-Van-Hung.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Ph\u1ea1m V\u0103n H\u00f9ng<\/h5>\r\n                    <p class=\"postion-student\">IT<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n         Kh\u00f3a h\u1ecdc r\u1ea5t chi ti\u1ebft v\u00e0 \u0111\u1ea7y \u0111\u1ee7, sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Associate Cloud Engineer, m\u00ecnh r\u1ea5t mu\u1ed1n c\u00f3 c\u01a1 h\u1ed9i h\u1ecdc th\u00eam c\u00e1c kh\u00f3a h\u1ecdc kh\u00e1c \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 Google Cloud\t\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/minh-phuong.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">D\u01b0\u01a1ng Minh Ph\u01b0\u01a1ng <\/h5>\r\n                    <p class=\"postion-student\">Engineer <\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n               Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Associate Cloud Engineer, m\u00ecnh \u0111\u00e3 hi\u1ec3u r\u00f5 v\u1ec1 Google Cloud v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c gi\u1ea3i ph\u00e1p cho doanh nghi\u1ec7p tri\u1ec3n khai c\u00e1c d\u1ef1 \u00e1n tr\u00ean GCP\t\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n<\/div>\r\n<button aria-label=\"Previous\" class=\"glider-prev\">\r\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"30\" height=\"30\" fill=\"currentColor\" class=\"bi bi-arrow-left\" viewbox=\"0 0 16 16\">\r\n        <path fill-rule=\"evenodd\" d=\"M15 8a.5.5 0 0 0-.5-.5H2.707l3.147-3.146a.5.5 0 1 0-.708-.708l-4 4a.5.5 0 0 0 0 .708l4 4a.5.5 0 0 0 .708-.708L2.707 8.5H14.5A.5.5 0 0 0 15 8z\" \/>\r\n    <\/svg>\r\n<\/button>\r\n<button aria-label=\"Next\" class=\"glider-next\">\r\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"30\" height=\"30\" fill=\"currentColor\" class=\"bi bi-arrow-right\" viewbox=\"0 0 16 16\">\r\n        <path fill-rule=\"evenodd\" d=\"M1 8a.5.5 0 0 1 .5-.5h11.793l-3.147-3.146a.5.5 0 0 1 .708-.708l4 4a.5.5 0 0 1 0 .708l-4 4a.5.5 0 0 1-.708-.708L13.293 8.5H1.5A.5.5 0 0 1 1 8z\" \/>\r\n    <\/svg>\r\n<\/button>\r\n<div role=\"dots\"><\/div>\r\n<script>\r\n  const g = new Glider(document.querySelector(\".glider\"), {\r\n    slidesToShow: 3,\r\n    draggable: true,\r\n    arrows: {\r\n      prev: \".glider-prev\",\r\n      next: \".glider-next\",\r\n    },\r\n responsive: [\r\n    {\r\n      \/\/ screens greater than &gt;= 775px\r\n      breakpoint: 300,\r\n      settings: {\r\n        \/\/ Set to `auto` and provide item width to adjust to viewport\r\n        slidesToShow: 1,\r\n        slidesToScroll: 1,\r\n        itemWidth: 150,\r\n        duration: 0.25\r\n      }\r\n    },{\r\n      \/\/ screens greater than &gt;= 1024px\r\n      breakpoint: 1024,\r\n      settings: {\r\n        slidesToShow: 3,\r\n        slidesToScroll: 1,\r\n        itemWidth: 150,\r\n        duration: 0.25\r\n      }\r\n    }\r\n  ]\r\n  });\r\n<\/script>\r\n<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5cd43f8 elementor-widget elementor-widget-aux_image\" data-id=\"5cd43f8\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au6ab6e568\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-5-1.png\" alt=\"Asset 5\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b9bd8d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b9bd8d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-63acacaf\" data-id=\"63acacaf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-17a15696 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"17a15696\" data-element_type=\"section\" id=\"register-form\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-4b004613\" data-id=\"4b004613\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-152cb665 elementor-widget elementor-widget-aux_modern_heading\" data-id=\"152cb665\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h4 class=\"aux-modern-heading-primary\">REGISTER NOW<\/h4><div class=\"aux-modern-heading-description\"><p>TO BECOME \" GOOGLE CLOUD EXPERT\"<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-5af61fc8 aux-appear-watch-animation aux-scale-down elementor-widget elementor-widget-aux_image\" data-move-in=\"\" data-move-out=\"moveHorizontal\" data-axis-x=\"15\" data-axis-y=\"200\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"5af61fc8\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au0ee535db\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-8@2x.png\" alt=\"Asset 8@2x\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1342fca2\" data-id=\"1342fca2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9f54c26 aux-appear-watch-animation aux-fade-in-up-1 elementor-widget elementor-widget-aux_contact_form\" data-id=\"9f54c26\" data-element_type=\"widget\" data-widget_type=\"aux_contact_form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-contact-form aux-parent-aud9cbe37e\">            <div class=\"aux-col-wrapper aux-no-gutter\">\n            <!-- @TODO - The output for element here -->\n\n            <div role=\"form\" class=\"wpcf7\" id=\"wpcf7-f340-o1\" lang=\"en-US\" dir=\"ltr\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/en\/wp-json\/wp\/v2\/pages\/3309#wpcf7-f340-o1\" method=\"post\" class=\"wpcf7-form init\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/en\/wp-json\/wp\/v2\/pages\/3309#wpcf7-f340-o1\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"340\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"5.6.2\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f340-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/div>\n<p><label> Name<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"fullname\"><input type=\"text\" name=\"fullname\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> Email *<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input type=\"email\" name=\"email\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-email wpcf7-validates-as-required wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> Phone number<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"phone\"><input type=\"tel\" name=\"phone\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-tel wpcf7-validates-as-required wpcf7-validates-as-tel\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> Company<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"company\"><input type=\"text\" name=\"company\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> Position<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"position\"><input type=\"text\" name=\"position\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> What course you want to register for ?<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea name=\"message\" cols=\"40\" rows=\"10\" class=\"wpcf7-form-control wpcf7-textarea\" aria-invalid=\"false\"><\/textarea><\/span> <\/label><\/p>\n<p><span class=\"wpcf7-form-control-wrap postTitle\"><input type=\"hidden\" name=\"postTitle\" value=\"ML Pipelines on Google Cloud\" size=\"40\" class=\"wpcf7-form-control wpcf7dtx-dynamictext wpcf7-dynamichidden\" aria-invalid=\"false\" \/><\/span><\/p>\n<p><input type=\"submit\" value=\"SUBMIT\" class=\"wpcf7-form-control has-spinner wpcf7-submit\" \/><\/p>\n<div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"en\"\/><\/form><\/div>\n\n            <\/div><!-- aux-col-wrapper -->\n    <\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-413e0337 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"413e0337\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-67e3ec04\" data-id=\"67e3ec04\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5a74f1cf aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"5a74f1cf\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-479d3a78 elementor-widget elementor-widget-toggle\" data-id=\"479d3a78\" data-element_type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-toggle\" role=\"tablist\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1201\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"tab\" aria-controls=\"elementor-tab-content-1201\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">1. After completing the course, can I register for the Google Cloud certification exam at Cloud Ace?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1201\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1201\"><p><img loading=\"lazy\" class=\"size-full wp-image-2036 alignnone\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>Cloud Ace is a Google Cloud training unit, so it does not organize exams and provide Google Cloud certifications. Cloud Ace only supports providing certificates of course completion for students while waiting for the Google Cloud certification exam<\/p><p>In addition, if you want to take the Google Cloud certification exam, Cloud Ace will guide you to register for the Online or Offline exam at the authorized Google Cloud test centers in Vietnam.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1202\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"tab\" aria-controls=\"elementor-tab-content-1202\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">2. After completing the courses, can I take the Google Cloud certification exam right away?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1202\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1202\"><p><img loading=\"lazy\" class=\"size-full wp-image-2036 alignnone\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>Of course, during the learning process, you will constantly be solving quizzes, simulated mock tests that are similar to Google Cloud's actual exam questions. In addition, Cloud Ace also provides Dump questions that are constantly updated with question types, exam questions from Google Cloud to help you have the best preparation for the exam.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1203\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"tab\" aria-controls=\"elementor-tab-content-1203\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">3. After finishing the course, will I be supported by the Trainer to answer my questions?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1203\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1203\"><p><img loading=\"lazy\" class=\"size-full wp-image-2036 alignnone\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>Of course. You will be supported by Cloud Ace during the learning process and even at the end of the course. You can interact with the Trainer via Slack, <a href=\"mailto:training.vn@cloud-ace.com\" aria-label=\"Gmail\">email<\/a> ho\u1eb7c qua <a href=\"https:\/\/www.facebook.com\/groups\/2820924544853938\">Group Google Cloud Plartform User HCM<\/a> \u0111\u1ec3 \u0111\u01b0\u1ee3c c\u00e1c Trainer h\u1ed7 tr\u1ee3 nh\u00e9.<\/p><p>After completing the course, if you have any questions about the knowledge or have difficulties in implementing the project on Google Cloud, you can contact the Trainer for answers.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1204\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"tab\" aria-controls=\"elementor-tab-content-1204\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">4. I'm not an IT person, can I learn Google Cloud?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1204\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1204\"><p><img loading=\"lazy\" class=\"size-full wp-image-2036 alignnone\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>The Google Cloud course is not only suitable for software engineers or system development engineers, but also suitable for data processing engineers such as Data Analytics, Data Engineer, Data Scientist.<\/p><p>In addition, if you are a Marketer or working in the field of finance, banking, e-commerce, logistics .... constantly faced with big data to solve, then you can refer to the courses <a href=\"http:\/\/training.cloud-ace.vn\/en\/big-data-and-machine-learning-fundamentals\/\">Big Data Machine Learning Fundamental<\/a> or From Data to Insight on Google Cloud Platform courses to refer to simple data processing and create professional reports on Google Cloud.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>T\u1ed5ng quan kho\u00e1 h\u1ecdc Trong kh\u00f3a h\u1ecdc, b\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 TensorFlow Extended ( TFX) &#8211; s\u1ea3n ph\u1ea9m Google tr\u00ean n\u1ec1n t\u1ea3ng Machine learning d\u1ef1a tr\u00ean TensorFlow \u0111\u1ec3 qu\u1ea3n l\u00fd ML pipeline v\u00e0 metadata. Trong c\u00e1c ch\u01b0\u01a1ng \u0111\u1ea7u b\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1c th\u00e0nh ph\u1ea7n pipeline v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline v\u1edbi TFX, c\u00e1ch [&hellip;]<\/p>","protected":false},"author":2,"featured_media":0,"parent":2081,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.5.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>ML Pipelines on Google Cloud - Cloud Ace Training<\/title>\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\/googlecloudtraining\/ml-pipelines-on-google-cloud\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ML Pipelines on Google Cloud - Cloud Ace Training\" \/>\n<meta property=\"og:description\" content=\"T\u1ed5ng quan kho\u00e1 h\u1ecdc Trong kh\u00f3a h\u1ecdc, b\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 TensorFlow Extended ( TFX) &#8211; s\u1ea3n ph\u1ea9m Google tr\u00ean n\u1ec1n t\u1ea3ng Machine learning d\u1ef1a tr\u00ean TensorFlow \u0111\u1ec3 qu\u1ea3n l\u00fd ML pipeline v\u00e0 metadata. 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