{"id":3307,"date":"2021-09-07T03:19:29","date_gmt":"2021-09-07T03:19:29","guid":{"rendered":"http:\/\/training.cloud-ace.vn\/?page_id=3307"},"modified":"2022-07-13T09:45:45","modified_gmt":"2022-07-13T09:45:45","slug":"mlops-machine-learning-operations-fundamentals","status":"publish","type":"page","link":"https:\/\/training.cloud-ace.vn\/en\/googlecloudtraining\/mlops-machine-learning-operations-fundamentals\/","title":{"rendered":"MLOps (Machine Learning Operations) Fundamentals"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"3307\" class=\"elementor elementor-3307\">\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-au8e2a27cf\">\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-21.png\" alt=\"Asset 21\" \/>            \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=\"{\">This course introduces participants to MLOps tools and best practices for deploying, evaluating, monitoring and operating production ML systems on Google Cloud. MLOps is a discipline focused on the deployment, testing, monitoring, and automation of ML systems in production. Machine Learning Engineering professionals use tools for continuous improvement and evaluation of deployed models. They work with (or can be) Data Scientists, who develop models, to enable velocity and rigor in deploying the best performing models. <\/span><\/p><p class=\"time\">Duration: 8h\u00a0<\/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-au4ba69a88\">\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-au97ffb2b3\">        <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;- X\u00e1c \u0111\u1ecbnh v\u00e0 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 MLOps hi\u1ec7u qu\u1ea3 \\n- C\u1ea5u h\u00ecnh v\u00e0 cung c\u1ea5p ki\u1ebfn tr\u00fac Google Cloud cho m\u00f4i tr\u01b0\u1eddng MLOps hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u00e1ng tin c\u1eady \\n- Tri\u1ec3n khai quy tr\u00ecnh \u0111\u00e0o t\u1ea1o li\u00ean t\u1ee5c, \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f3 th\u1ec3 suy lu\u1eadn lu\u1ed3ng c\u00f4ng vi\u1ec7c.\\n- \u00c1p d\u1ee5ng best practices CI\/CD trong h\u1ec7 th\u1ed1ng ML \\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh Machine Learning hi\u1ec7u qu\u1ea3\\n&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}\">Identify and use core technologies required to support effective MLOps.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- X\u00e1c \u0111\u1ecbnh v\u00e0 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 MLOps hi\u1ec7u qu\u1ea3 \\n- C\u1ea5u h\u00ecnh v\u00e0 cung c\u1ea5p ki\u1ebfn tr\u00fac Google Cloud cho m\u00f4i tr\u01b0\u1eddng MLOps hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u00e1ng tin c\u1eady \\n- Tri\u1ec3n khai quy tr\u00ecnh \u0111\u00e0o t\u1ea1o li\u00ean t\u1ee5c, \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f3 th\u1ec3 suy lu\u1eadn lu\u1ed3ng c\u00f4ng vi\u1ec7c.\\n- \u00c1p d\u1ee5ng best practices CI\/CD trong h\u1ec7 th\u1ed1ng ML \\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh Machine Learning hi\u1ec7u qu\u1ea3\\n&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}\">Configure and provision Google Cloud architectures for reliable and effective MLOps environments.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- X\u00e1c \u0111\u1ecbnh v\u00e0 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 MLOps hi\u1ec7u qu\u1ea3 \\n- C\u1ea5u h\u00ecnh v\u00e0 cung c\u1ea5p ki\u1ebfn tr\u00fac Google Cloud cho m\u00f4i tr\u01b0\u1eddng MLOps hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u00e1ng tin c\u1eady \\n- Tri\u1ec3n khai quy tr\u00ecnh \u0111\u00e0o t\u1ea1o li\u00ean t\u1ee5c, \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f3 th\u1ec3 suy lu\u1eadn lu\u1ed3ng c\u00f4ng vi\u1ec7c.\\n- \u00c1p d\u1ee5ng best practices CI\/CD trong h\u1ec7 th\u1ed1ng ML \\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh Machine Learning hi\u1ec7u qu\u1ea3\\n&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}\">Implement reliable and repeatable training and inference workflows.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- X\u00e1c \u0111\u1ecbnh v\u00e0 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 MLOps hi\u1ec7u qu\u1ea3 \\n- C\u1ea5u h\u00ecnh v\u00e0 cung c\u1ea5p ki\u1ebfn tr\u00fac Google Cloud cho m\u00f4i tr\u01b0\u1eddng MLOps hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u00e1ng tin c\u1eady \\n- Tri\u1ec3n khai quy tr\u00ecnh \u0111\u00e0o t\u1ea1o li\u00ean t\u1ee5c, \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f3 th\u1ec3 suy lu\u1eadn lu\u1ed3ng c\u00f4ng vi\u1ec7c.\\n- \u00c1p d\u1ee5ng best practices CI\/CD trong h\u1ec7 th\u1ed1ng ML \\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh Machine Learning hi\u1ec7u qu\u1ea3\\n&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}\">Adopt the best CI\/CD practices in the context of ML systems.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- X\u00e1c \u0111\u1ecbnh v\u00e0 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 MLOps hi\u1ec7u qu\u1ea3 \\n- C\u1ea5u h\u00ecnh v\u00e0 cung c\u1ea5p ki\u1ebfn tr\u00fac Google Cloud cho m\u00f4i tr\u01b0\u1eddng MLOps hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u00e1ng tin c\u1eady \\n- Tri\u1ec3n khai quy tr\u00ecnh \u0111\u00e0o t\u1ea1o li\u00ean t\u1ee5c, \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f3 th\u1ec3 suy lu\u1eadn lu\u1ed3ng c\u00f4ng vi\u1ec7c.\\n- \u00c1p d\u1ee5ng best practices CI\/CD trong h\u1ec7 th\u1ed1ng ML \\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh Machine Learning hi\u1ec7u qu\u1ea3\\n&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.<br \/><\/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-auacff5a05\">\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-au682a8b43\">        <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 ki\u1ebfn 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 \\n&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 quickly go from machine learning prototype to production to deliver business impact.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Data Scientist \u0111ang t\u00ecm ki\u1ebfn 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 \\n&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 ki\u1ebfn 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 \\n&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. <br \/><\/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-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-aud63f35fd\">        <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=\"[null,0,{\" data-sheets-hyperlinkruns=\"[null,20,\">Have completed <a href=\"https:\/\/training.cloud-ace.vn\/en\/googlecloudtraining\/machine-learning-with-tensorflow-on-google-cloud\/\">Machine Learning with Google Cloud<\/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-au7c790cf1\">\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\">Why and When do we need MLOps<\/h4>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Discuss Data Scientists' pain points.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Identify ML Engineering characteristics and challenges.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Define how Google Cloud can help with MLOps.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Recognize how MLOps differs from manual ML management.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Compare and contrast DevOps vs MLOps.<\/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\">Understanding the Main Kubernetes Components (Optional)<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Define what is a Docker container.<\/h5>\n  <\/div>\n   <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Create Docker containers.<\/h5>\n  <\/div>\n     <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Identify the architecture of Kubernetes: pods, namespaces.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Create Docker containers using Google Container Builder.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\"> Store container images in Google Container Registry.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Create a Kubernetes Engine cluster.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Manage Kubernetes deployments.<\/h5>\n  <\/div>\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\">Introduction to AI Platform Pipelines<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Identify the benefits and opportunities of AI Pipelines.<\/h5>\n  <\/div>\n   <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Define Access Controls within AI Pipelines.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Recognize pipeline components.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">List pipeline workflows.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Set up AI Platform Pipelines.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Create a machine learning pipeline.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Run a machine learning pipeline.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Connect to AI Platform Pipelines using the Kubeflow Pipelines SDK.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Configure a Google Kubernetes Engine cluster for AI Platform Pipelines.<\/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\">Training, Tuning and Serving on AI Platform<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Identify the main concepts of MLOps on AI Platform.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Create a reproducible dataset.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Implement a tunable model.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Build and push a training container.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Train and tune a model.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Serve and query a model.<\/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\">Kubeflow Pipelines on AI Platform<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Recognize how Kubeflow Pipelines fits in MLOps.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Describe a Kubeflow Pipeline with KF DSL.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Use the various Kubeflow components.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Compile, upload, and run a pipeline build in Kubeflow Pipelines.<\/h5>\n  <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\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\">CI\/CD for Kubeflow Pipelines on AI Platform<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Create Cloud Build Builders.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Configure pipelines with Cloud Build.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Create triggers for training models using Cloud Build Triggers.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Adopt the best CI\/CD practices in the context of ML systems.<\/h5>\n  <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\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\">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 \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-028f577 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"028f577\" 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-194f2a3\" data-id=\"194f2a3\" 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-d3210d9 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"d3210d9\" 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-5186513 elementor-widget elementor-widget-html\" data-id=\"5186513\" 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  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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.  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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-3503aad elementor-widget elementor-widget-aux_image\" data-id=\"3503aad\" 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-au8225d569\">\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-ac23fb2 elementor-widget elementor-widget-aux_image\" data-id=\"ac23fb2\" 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-au689e96b6\">\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-bfa4e82 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bfa4e82\" 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-68318b4e\" data-id=\"68318b4e\" 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-730c2abd elementor-widget elementor-widget-aux_modern_heading\" data-id=\"730c2abd\" 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-166ec537 elementor-widget elementor-widget-aux_image\" data-id=\"166ec537\" 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-aueccf462b\">\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-1c2da80d elementor-widget elementor-widget-wp-widget-custom_html\" data-id=\"1c2da80d\" 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-2fac263c elementor-widget elementor-widget-aux_image\" data-id=\"2fac263c\" 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-au69b75f27\">\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-au2f45143c\">\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-aue04d36b0\">            <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\/3307#wpcf7-f340-o1\" method=\"post\" class=\"wpcf7-form init\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/en\/wp-json\/wp\/v2\/pages\/3307#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=\"MLOps (Machine Learning Operations) Fundamentals\" 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-7a7d490c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7a7d490c\" 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-4a9d3fc0\" data-id=\"4a9d3fc0\" 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-4c166e2e aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"4c166e2e\" 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-28b6b9a2 elementor-widget elementor-widget-toggle\" data-id=\"28b6b9a2\" 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-6831\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"tab\" aria-controls=\"elementor-tab-content-6831\" 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-6831\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-6831\"><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-6832\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"tab\" aria-controls=\"elementor-tab-content-6832\" 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-6832\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-6832\"><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-6833\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"tab\" aria-controls=\"elementor-tab-content-6833\" 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-6833\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-6833\"><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-6834\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"tab\" aria-controls=\"elementor-tab-content-6834\" 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-6834\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-6834\"><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 Kh\u00f3a h\u1ecdc gi\u1edbi thi\u1ec7u c\u00e1c c\u00f4ng c\u1ee5 MLOps v\u00e0 best practices \u0111\u1ec3 tri\u1ec3n khai, \u0111\u00e1nh gi\u00e1, gi\u00e1m s\u00e1t v\u00e0 v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng ML tr\u00ean Google Cloud. MLOps t\u1eadp trung v\u00e0o c\u00e1ch tri\u1ec3n khai, ki\u1ec3m tra, \u0111\u00e1nh gi\u00e1 v\u00e0 automation h\u1ec7 th\u1ed1ng ML tr\u00ean production. Machine Learning Engineer chuy\u00ean nghi\u1ec7p bi\u1ebft [&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>MLOps (Machine Learning Operations) Fundamentals - 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\/mlops-machine-learning-operations-fundamentals\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MLOps (Machine Learning Operations) Fundamentals - Cloud Ace Training\" \/>\n<meta property=\"og:description\" content=\"T\u1ed5ng quan kho\u00e1 h\u1ecdc Kh\u00f3a h\u1ecdc gi\u1edbi thi\u1ec7u c\u00e1c c\u00f4ng c\u1ee5 MLOps v\u00e0 best practices \u0111\u1ec3 tri\u1ec3n khai, \u0111\u00e1nh gi\u00e1, gi\u00e1m s\u00e1t v\u00e0 v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng ML tr\u00ean Google Cloud. MLOps t\u1eadp trung v\u00e0o c\u00e1ch tri\u1ec3n khai, ki\u1ec3m tra, \u0111\u00e1nh gi\u00e1 v\u00e0 automation h\u1ec7 th\u1ed1ng ML tr\u00ean production. 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