{"id":3307,"date":"2021-09-07T03:19:29","date_gmt":"2021-09-07T03:19:29","guid":{"rendered":"https:\/\/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":"\t\t<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-au2b15087b\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" 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\">T\u1ed5ng quan kho\u00e1 h\u1ecdc<\/h2><div class=\"aux-modern-heading-description\"><p><span data-sheets-value=\"{\" data-sheets-userformat=\"{\">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 c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c v\u00e0 \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh tri\u1ec3n khai. Kh\u00f3a h\u1ecdc ph\u00f9 h\u1ee3p v\u1edbi Data Scientist bi\u1ebft c\u00e1c ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh, t\u0103ng t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c khi tri\u1ec3n khai m\u00f4 h\u00ecnh hi\u1ec7u xu\u1ea5t cao. <\/span><\/p><p class=\"time\">Th\u1eddi gian: 8 gi\u1edd\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\">\u0110\u0103ng k\u00fd ngay<\/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-aud77da786\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" 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\">M\u1ee5c ti\u00eau kh\u00f3a h\u1ecdc <\/h5><div class=\"aux-modern-heading-description\"><p>Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc, h\u1ecdc vi\u00ean s\u1ebd n\u1eafm \u0111\u01b0\u1ee3c c\u00e1c ki\u1ebfn th\u1ee9c nh\u01b0 sau:<\/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-aue1941594\">        <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}\">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<\/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}\">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<\/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}\">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.<\/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}\">\u00c1p d\u1ee5ng best practices CI\/CD trong h\u1ec7 th\u1ed1ng ML<\/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}\">V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh Machine Learning hi\u1ec7u qu\u1ea3<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-au7c03d271\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" 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\">\u0110\u1ed1i t\u01b0\u1ee3ng h\u1ecdc vi\u00ean<\/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-au063aecab\">        <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 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<\/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 Engineer \u0111ang t\u00ecm ki\u1ebfm ph\u00e1t tri\u1ec3n k\u1ef9 thu\u1eadt Machine learning<\/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 Engineer mu\u1ed1n \u00e1p d\u1ee5ng Google Cloud cho c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i <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\">Y\u00eau c\u1ea7u h\u1ecdc vi\u00ean<\/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-au1be84daf\">        <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,\">Ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc <a href=\"https:\/\/training.cloud-ace.vn\/googlecloudtraining\/machine-learning-with-tensorflow-on-google-cloud\/\">Machine Learning with Google Cloud<\/a> ho\u1eb7c c\u00f3 kinh nghi\u1ec7m l\u00e0m vi\u1ec7c t\u01b0\u01a1ng \u0111\u01b0\u01a1ng<\/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-au83cebd36\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" 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\">N\u1ed9i dung kho\u00e1 h\u1ecdc<\/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\">H\u1ecdc c\u00f9ng c\u00e1c<br \/>\nchuy\u00ean gia Goole Cloud<\/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 decoding=\"async\"\n              id=\"first\" \n              onmouseover=\"showImg('first')\"\n              src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-23@2x-2.png\"\n            \/>\n            <img decoding=\"async\"\n              id=\"second\" \n              onmouseover=\"showImg('second')\"\n              src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-25@2x.png\"\n            \/>\n            <img decoding=\"async\"\n              id=\"third\" \n              onmouseover=\"showImg('third')\"\n              src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-23@2x.png\"\n            \/>\n            <img decoding=\"async\"\n              id=\"fourth\" \n              onmouseover=\"showImg('fourth')\"\n              src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-24@2x-1.png\"\n            \/>\n            <img decoding=\"async\"\n              id=\"fifth\" \n              onmouseover=\"showImg('fifth')\"\n              src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-24@2x.png\"\n            \/>\n            <img decoding=\"async\"\n              id=\"sixth\" \n              onmouseover=\"showImg('sixth')\"\n              src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/07\/Asset-30@9x.png\"\n            \/>\n            <img decoding=\"async\"\n              id=\"seventh\" \n              onmouseover=\"showImg('seventh')\"\n              src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/07\/Asset-32@9x.png\"\n            \/>\n            <img decoding=\"async\"\n              id=\"eighth\" \n              onmouseover=\"showImg('eighth')\"\n              src=\"https:\/\/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      }\n      .columns .column:nth-child(2){\n        z-index: 999999;\n      }\n      .text-right {\n        text-align: right;\n      }\n    }\n    @media screen and (max-width: 980px) {\n      .columns .column {\n        margin-bottom: 5px;\n        flex-basis: 40%;\n      }\n      .columns .column:nth-last-child(2) {\n        margin-right: 0;\n      }\n      .columns .column:last-child {\n        flex-basis: 100%;\n        margin: 0;\n      }\n    }\n    @media screen and (max-width: 680px) {\n      .columns .column {\n        flex-basis: 100%;\n        margin: 0 0 5px 0;\n      }\n    }\n  <\/style>\n  <script>\n  showImg('third')\n  function showImg(number) {\n    let info = document.getElementById(\"trainerInfo\");\n    info.style.opacity = 0;\n    let name = document.getElementById(\"trainerName\");\n    let position = document.getElementById(\"trainerPosition\");\n    let description = document.getElementById(\"trainerDescription\");\n    switch (number) {\n       case 'first':\n        document.getElementById('first').style.transform = \"scale(1.4)\";\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 = 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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. 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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-au4365091d\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" 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-au03de6ba0\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" 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\">C\u1ea3m ngh\u0129 h\u1ecdc vi\u00ean<\/h4><div class=\"aux-modern-heading-description\"><p>Cloud Ace Training<br \/>\u0111em \u0111\u1ebfn nh\u1eefng tr\u1ea3i nghi\u1ec7m tuy\u1ec7t v\u1eddi cho h\u1ecdc vi\u00ean<\/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-au3db41d3a\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" 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 decoding=\"async\" class=\"icon-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img decoding=\"async\" class=\"img-student\" src=\"https:\/\/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              Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Associate Cloud Engineer m\u00ecnh \u0111\u00e3 bi\u1ebft c\u00e1ch v\u1eadn h\u00e0nh v\u00e0 tri\u1ec3n khai d\u1ef1 \u00e1n tr\u00ean Google Cloud v\u00e0 t\u1ef1 tin thi l\u1ea5y ch\u1ee9ng ch\u1ec9 c\u1ee7a Google Cloud\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img decoding=\"async\" class=\"icon-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img decoding=\"async\" class=\"img-student\" src=\"https:\/\/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               Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Professional Data Engineer m\u00ecnh \u0111\u00e3 c\u00f3 \u0111\u1ee7 ki\u1ebfn th\u1ee9c v\u00e0 t\u1ef1 tin thi l\u1ea5y ch\u1ee9ng ch\u1ec9 Google Cloud \u0111\u1ec3 chu\u1ea9n b\u1ecb cho c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh s\u1eafp t\u1edbi\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img decoding=\"async\" class=\"icon-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img decoding=\"async\" class=\"img-student\" src=\"https:\/\/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         M\u00ecnh \u0111\u00e3 bi\u1ebft c\u00e1ch l\u1ef1a ch\u1ecdn c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 \u00e1p d\u1ee5ng v\u1edbi doanh nghi\u1ec7p \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 th\u00f4ng qua kh\u00f3a h\u1ecdc Professional Data Engineer\t\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img decoding=\"async\" class=\"icon-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img decoding=\"async\" class=\"img-student\" src=\"https:\/\/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 decoding=\"async\" class=\"icon-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img decoding=\"async\" class=\"img-student\" src=\"https:\/\/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 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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-au285c89ff\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" 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\">\u0110\u0103ng k\u00fd ngay \u0111\u1ec3 tr\u1edf th\u00e0nh<\/h4><div class=\"aux-modern-heading-description\"><p>\" Chuy\u00ean gia Google Cloud \"<\/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-au38078c67\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" 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-au9de17486\">            <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\">\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> H\u1ecd v\u00e0 t\u00ean *<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> S\u1ed1 \u0111i\u1ec7n tho\u1ea1i *<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> C\u00f4ng ty *<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> V\u1ecb tr\u00ed l\u00e0m vi\u1ec7c *<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> Kh\u00f3a h\u1ecdc mu\u1ed1n \u0111\u0103ng k\u00fd<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=\"\u0110\u0102NG K\u00dd KHO\u00c1 H\u1eccC\" class=\"wpcf7-form-control has-spinner wpcf7-submit\" \/><\/p>\n<div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div><\/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. H\u1ecdc xong kh\u00f3a h\u1ecdc, t\u00f4i c\u00f3 th\u1ec3 \u0111\u0103ng k\u00fd thi l\u1ea5y ch\u1ee9ng ch\u1ec9 Google Cloud t\u1ea1i Cloud Ace \u0111\u01b0\u1ee3c kh\u00f4ng?<\/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\" decoding=\"async\" class=\"size-full wp-image-2036 alignnone\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>Cloud Ace l\u00e0 \u0111\u01a1n v\u1ecb \u0111\u00e0o t\u1ea1o Google Cloud n\u00ean kh\u00f4ng t\u1ed5 ch\u1ee9c thi v\u00e0 cung c\u1ea5p ch\u1ee9ng ch\u1ec9 Google Cloud. Cloud Ace ch\u1ec9 h\u1ed7 tr\u1ee3 cung c\u1ea5p ch\u1ee9ng nh\u1eadn ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc cho h\u1ecdc vi\u00ean trong qu\u00e1 tr\u00ecnh \u0111\u1ee3i thi l\u1ea5y ch\u1ee9ng Google Cloud<\/p><p>Ngo\u00e0i ra, n\u1ebfu b\u1ea1n mu\u1ed1n thi l\u1ea5y ch\u1ee9ng ch\u1ec9 Google Cloud, th\u00ec Cloud Ace s\u1ebd h\u01b0\u1edbng d\u1eabn \u0111\u0103ng k\u00fd thi Online ho\u1eb7c Offline t\u1ea1i c\u00e1c trung t\u00e2m kh\u1ea3o th\u00ed \u1ee7y quy\u1ec1n c\u1ee7a Google Cloud t\u1ea1i Vi\u1ec7t Nam<\/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. H\u1ecdc xong kh\u00f3a h\u1ecdc, t\u00f4i c\u00f3 th\u1ec3 thi l\u1ea5y ch\u1ee9ng ch\u1ec9 Google Cloud ngay \u0111\u01b0\u1ee3c kh\u00f4ng ?<\/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\" decoding=\"async\" class=\"size-full wp-image-2036 alignnone\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>D\u0129 nhi\u00ean l\u00e0 \u0111\u01b0\u1ee3c, trong su\u1ed1t qu\u00e1 tr\u00ecnh h\u1ecdc, b\u1ea1n s\u1ebd li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c gi\u1ea3i c\u00e1c b\u00e0i Quiz, c\u00e1c b\u00e0i thi th\u1eed m\u00f4 ph\u1ecfng g\u1ea7n gi\u1ed1ng v\u1edbi \u0111\u1ec1 thi th\u1ef1c t\u1ebf c\u1ee7a Google Cloud. Ngo\u00e0i ra, Cloud Ace c\u00f2n cung c\u1ea5p c\u00e1c c\u00e2u h\u1ecfi Dump li\u00ean t\u1ee5c c\u1eadp nh\u1eadt c\u00e1c d\u1ea1ng \u0111\u1ec1, c\u00e2u h\u1ecfi thi t\u1eeb Google Cloud gi\u00fap b\u1ea1n c\u00f3 s\u1ef1 chu\u1ea9n b\u1ecb t\u1ed1t nh\u1ea5t cho k\u1ef3 thi.<\/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. Sau khi k\u1ebft th\u00fac kh\u00f3a h\u1ecdc, t\u00f4i c\u00f3 \u0111\u01b0\u1ee3c Trainer h\u1ed7 tr\u1ee3 gi\u1ea3i \u0111\u00e1p th\u1eafc m\u1eafc kh\u00f4ng ?<\/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\" decoding=\"async\" class=\"size-full wp-image-2036 alignnone\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>T\u1ea5t nhi\u00ean l\u00e0 c\u00f3 r\u1ed3i. b\u1ea1n s\u1ebd \u0111\u01b0\u1ee3c Cloud Ace h\u1ed7 tr\u1ee3 trong qu\u00e1 tr\u00ecnh h\u1ecdc v\u00e0 k\u1ec3 c\u1ea3 khi k\u1ebft th\u00fac kh\u00f3a h\u1ecdc. B\u1ea1n c\u00f3 th\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi Trainer qua 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>Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc, n\u1ebfu b\u1ea1n c\u00f3 th\u1eafc m\u1eafc n\u00e0o v\u1ec1 ph\u1ea7n ki\u1ebfn th\u1ee9c ho\u1eb7c g\u1eb7p kh\u00f3 kh\u0103n trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai d\u1ef1 \u00e1n tr\u00ean Google Cloud th\u00ec c\u00f3 th\u1ec3 li\u00ean h\u1ec7 v\u1edbi Trainer \u0111\u1ec3 \u0111\u01b0\u1ee3c gi\u1ea3i \u0111\u00e1p th\u1eafc m\u1eafc nh\u00e9.<\/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. T\u00f4i kh\u00f4ng ph\u1ea3i d\u00e2n CNTT th\u00ec c\u00f3 h\u1ecdc Google Cloud \u0111\u01b0\u1ee3c kh\u00f4ng ?<\/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\" decoding=\"async\" class=\"size-full wp-image-2036 alignnone\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>Kh\u00f3a h\u1ecdc Google Cloud kh\u00f4ng ch\u1ec9 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m hay k\u1ef9 s\u01b0 ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng m\u00e0 c\u00f2n ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c k\u1ef9 s\u01b0 x\u1eed l\u00fd d\u1eef li\u1ec7u nh\u01b0 Data Engineer, Data Scientist.<\/p><p>Ngo\u00e0i ra, n\u1ebfu b\u1ea1n \u0111ang l\u00e0 Marketer hay l\u00e0m vi\u1ec7c trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh, ng\u00e2n h\u00e0ng, TMDT, Logistics&#8230;. li\u00ean t\u1ee5c ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi d\u1eef li\u1ec7u l\u1edbn c\u1ea7n gi\u1ea3i quy\u1ebft th\u00ec c\u00f3 th\u1ec3 tham kh\u1ea3o c\u00e1c kh\u00f3a h\u1ecdc <a href=\"https:\/\/training.cloud-ace.vn\/big-data-and-machine-learning-fundamentals\/\">Big Data Machine Learning Fundamental<\/a> ho\u1eb7c c\u00e1c kh\u00f3a From Data to Insight on Google Cloud Plartform \u0111\u1ec3 tham kh\u1ea3o c\u00e1c x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01a1n gi\u1ea3n v\u00e0 t\u1ea1o b\u00e1o c\u00e1o chuy\u00ean nghi\u1ec7p tr\u00ean Google Cloud nh\u00e9.<\/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>\n\t\t","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>\n","protected":false},"author":2,"featured_media":0,"parent":2081,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-3307","page","type-page","status-publish","hentry"],"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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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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