{"id":3309,"date":"2021-09-07T03:20:02","date_gmt":"2021-09-07T03:20:02","guid":{"rendered":"https:\/\/training.cloud-ace.vn\/?page_id=3309"},"modified":"2022-07-13T09:45:56","modified_gmt":"2022-07-13T09:45:56","slug":"ml-pipelines-on-google-cloud","status":"publish","type":"page","link":"https:\/\/training.cloud-ace.vn\/en\/googlecloudtraining\/ml-pipelines-on-google-cloud\/","title":{"rendered":"ML Pipelines on Google Cloud"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3309\" class=\"elementor elementor-3309\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-518c844 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"518c844\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ebbe37a\" data-id=\"ebbe37a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-49e2d2a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"49e2d2a\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-caa2b6e\" data-id=\"caa2b6e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3432176 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_image\" data-id=\"3432176\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-aufc586ad2\">\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-22.png\" alt=\"Asset 22\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-0b81dbe\" data-id=\"0b81dbe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-18d4484 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"18d4484\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h2 class=\"aux-modern-heading-primary\">T\u1ed5ng quan kho\u00e1 h\u1ecdc<\/h2><div class=\"aux-modern-heading-description\"><p><span data-sheets-value=\"{\" data-sheets-userformat=\"{\">Trong kh\u00f3a h\u1ecdc, b\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 TensorFlow Extended ( TFX) - s\u1ea3n ph\u1ea9m Google tr\u00ean n\u1ec1n t\u1ea3ng Machine learning d\u1ef1a tr\u00ean TensorFlow \u0111\u1ec3 qu\u1ea3n l\u00fd ML pipeline v\u00e0 metadata. Trong c\u00e1c ch\u01b0\u01a1ng \u0111\u1ea7u b\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1c th\u00e0nh ph\u1ea7n pipeline v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline v\u1edbi TFX, c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a pipeline th\u00f4ng qua CI\/CD v\u00e0 c\u00e1ch qu\u1ea3n l\u00fd ML metadata. Sau \u0111\u00f3, b\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u c\u00e1ch t\u1ef1 \u0111\u1ed9ng v\u00e0 s\u1eed d\u1ee5ng l\u1ea1i ML pipeline th\u00f4ng qua c\u00e1c d\u1ea1ng ML framework kh\u00e1c nhau nh\u01b0: tensorflow, pytorch, scikit learn v\u00e0 xgboost. B\u1ea1n c\u0169ng s\u1ebd h\u1ecdc c\u00e1ch s\u1eed d\u1ee5ng Cloud Composer t\u1ea1o d\u1ef1ng pipeline li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1p v\u00e0 MLflow \u0111\u1ec3 qu\u1ea3n l\u00fd ho\u00e0n th\u00e0nh v\u00f2ng \u0111\u1eddi Machine learning <\/span><\/p><p class=\"time\">Th\u1eddi gian: 8 gi\u1edd<\/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-au5dad714f\">\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-au05c1a0fa\">        <div class=\"aux-widget-advanced-text aux-wrap-style-simple aux-ico-pos-top aux-text-left aux-text-resp- aux-text-color-dark aux-text-widget-bg-center  \" >\n        \n            \n            <div class=\"aux-text-inner aux-text-widget-content\">\n                                <div class=\"widget-content\">\n                                        <ul>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- \u0110i\u1ec1u ph\u1ed1i \u0111\u00e0o t\u1ea1o model v\u00e0 tri\u1ec3n khai v\u1edbi TFX v\u00e0 Cloud AI Platform\\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh machine learning hi\u1ec7u qu\u1ea3 \\n- Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o s\u1eed d\u1ee5ng frameworks kh\u00e1c nhau (Scikit Learn, XGBoost, PyTorch) v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline s\u1eed d\u1ee5ng Cloud Composer v\u00e0 MLFlow\\n- T\u00edch h\u1ee3p ML workflow v\u1edbi upstream v\u00e0 downstream qu\u1ea3n l\u00fd d\u1eef li\u1ec7u lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m end-to-end lineage v\u00e0 qu\u1ea3n l\u00fd metadata.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">\u0110i\u1ec1u ph\u1ed1i \u0111\u00e0o t\u1ea1o model v\u00e0 tri\u1ec3n khai v\u1edbi TFX v\u00e0 Cloud AI Platform<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- \u0110i\u1ec1u ph\u1ed1i \u0111\u00e0o t\u1ea1o model v\u00e0 tri\u1ec3n khai v\u1edbi TFX v\u00e0 Cloud AI Platform\\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh machine learning hi\u1ec7u qu\u1ea3 \\n- Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o s\u1eed d\u1ee5ng frameworks kh\u00e1c nhau (Scikit Learn, XGBoost, PyTorch) v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline s\u1eed d\u1ee5ng Cloud Composer v\u00e0 MLFlow\\n- T\u00edch h\u1ee3p ML workflow v\u1edbi upstream v\u00e0 downstream qu\u1ea3n l\u00fd d\u1eef li\u1ec7u lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m end-to-end lineage v\u00e0 qu\u1ea3n l\u00fd metadata.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh machine learning hi\u1ec7u qu\u1ea3<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- \u0110i\u1ec1u ph\u1ed1i \u0111\u00e0o t\u1ea1o model v\u00e0 tri\u1ec3n khai v\u1edbi TFX v\u00e0 Cloud AI Platform\\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh machine learning hi\u1ec7u qu\u1ea3 \\n- Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o s\u1eed d\u1ee5ng frameworks kh\u00e1c nhau (Scikit Learn, XGBoost, PyTorch) v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline s\u1eed d\u1ee5ng Cloud Composer v\u00e0 MLFlow\\n- T\u00edch h\u1ee3p ML workflow v\u1edbi upstream v\u00e0 downstream qu\u1ea3n l\u00fd d\u1eef li\u1ec7u lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m end-to-end lineage v\u00e0 qu\u1ea3n l\u00fd metadata.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o s\u1eed d\u1ee5ng frameworks kh\u00e1c nhau (Scikit Learn, XGBoost, PyTorch) v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline s\u1eed d\u1ee5ng Cloud Composer v\u00e0 MLFlow<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- \u0110i\u1ec1u ph\u1ed1i \u0111\u00e0o t\u1ea1o model v\u00e0 tri\u1ec3n khai v\u1edbi TFX v\u00e0 Cloud AI Platform\\n- V\u1eadn h\u00e0nh tri\u1ec3n khai m\u00f4 h\u00ecnh machine learning hi\u1ec7u qu\u1ea3 \\n- Li\u00ean t\u1ee5c \u0111\u00e0o t\u1ea1o s\u1eed d\u1ee5ng frameworks kh\u00e1c nhau (Scikit Learn, XGBoost, PyTorch) v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline s\u1eed d\u1ee5ng Cloud Composer v\u00e0 MLFlow\\n- T\u00edch h\u1ee3p ML workflow v\u1edbi upstream v\u00e0 downstream qu\u1ea3n l\u00fd d\u1eef li\u1ec7u lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m end-to-end lineage v\u00e0 qu\u1ea3n l\u00fd metadata.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">T\u00edch h\u1ee3p ML workflow v\u1edbi upstream v\u00e0 downstream qu\u1ea3n l\u00fd d\u1eef li\u1ec7u lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m end-to-end lineage v\u00e0 qu\u1ea3n l\u00fd metadata.<\/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-au77fec5c6\">\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-au453147d2\">        <div class=\"aux-widget-advanced-text aux-wrap-style-simple aux-ico-pos-top aux-text-left aux-text-resp- aux-text-color-dark aux-text-widget-bg-center  \" >\n        \n            \n            <div class=\"aux-text-inner aux-text-widget-content\">\n                                <div class=\"widget-content\">\n                                        <ul>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Data Scientist \u0111ang t\u00ecm c\u00e1ch \u0111\u01b0a Machine Learning nguy\u00ean m\u1eabu \u0111\u1ec3 s\u1ea3n xu\u1ea5t mang l\u1ea1i gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p\\n- Software Engineer \u0111ang t\u00ecm ki\u1ebfm ph\u00e1t tri\u1ec3n k\u1ef9 thu\u1eadt Machine learning \\n- ML Engineer mu\u1ed1n \u00e1p d\u1ee5ng Google Cloud cho c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i &quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Data Scientist \u0111ang t\u00ecm c\u00e1ch \u0111\u01b0a Machine Learning nguy\u00ean m\u1eabu \u0111\u1ec3 s\u1ea3n xu\u1ea5t mang l\u1ea1i gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Data Scientist \u0111ang t\u00ecm c\u00e1ch \u0111\u01b0a Machine Learning nguy\u00ean m\u1eabu \u0111\u1ec3 s\u1ea3n xu\u1ea5t mang l\u1ea1i gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p\\n- Software Engineer \u0111ang t\u00ecm ki\u1ebfm ph\u00e1t tri\u1ec3n k\u1ef9 thu\u1eadt Machine learning \\n- ML Engineer mu\u1ed1n \u00e1p d\u1ee5ng Google Cloud cho c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i &quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Software 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 c\u00e1ch \u0111\u01b0a Machine Learning nguy\u00ean m\u1eabu \u0111\u1ec3 s\u1ea3n xu\u1ea5t mang l\u1ea1i gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p\\n- Software Engineer \u0111ang t\u00ecm ki\u1ebfm ph\u00e1t tri\u1ec3n k\u1ef9 thu\u1eadt Machine learning \\n- ML Engineer mu\u1ed1n \u00e1p d\u1ee5ng Google Cloud cho c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i &quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">ML Engineer mu\u1ed1n \u00e1p d\u1ee5ng Google Cloud cho c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i <\/span><\/li>\n<\/ul>                <\/div>\n                            <\/div>\n        <\/div>\n                    <div class=\"aux-text-widget-footer\">\n                <div class=\"aux-border-shape-none \">\n                                <\/div>\n            <\/div>\n        \n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02d1464 elementor-widget elementor-widget-aux_image\" data-id=\"02d1464\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au971ea4fe\">\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<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-au5648597d\">        <div class=\"aux-widget-advanced-text aux-wrap-style-simple aux-ico-pos-top aux-text-left aux-text-resp- aux-text-color-dark aux-text-widget-bg-center  \" >\n        \n            \n            <div class=\"aux-text-inner aux-text-widget-content\">\n                                <div class=\"widget-content\">\n                                        <ul><li><span data-sheets-value=\"{\" data-sheets-userformat=\"{\" data-sheets-textstyleruns=\"{\" data-sheets-hyperlinkruns=\"[null,22,\">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> v\u00e0 kh\u00f3a<a href=\"https:\/\/training.cloud-ace.vn\/googlecloudtraining\/ml-pipelines-on-google-cloud\/\"> MLOps Fundamental<\/a> ho\u1eb7c c\u00f3 tr\u00ecnh \u0111\u1ed9 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-auc8082854\">\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\">Module 1: Introduction to TFX<\/h4>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Develop a high level understanding of TFX standard pipeline components.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Learn how to use a TFX Interactive Context for prototype development of TFX pipelines.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Work with the Tensorflow Data Validation (TFDV) library to check and analyze input data.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Utilize the Tensorflow Transform (TFT) library for scalable data preprocessing and feature transformations.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Use the KerasTuner library for model hyperparameter tuning.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Employ the Tensorflow Model Analysis (TFMA) library for model evaluation.<\/h5>\n        <\/div>\n        \n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">02<\/h3>\n    <\/div>\n    <h4 class=\"title-head\"> Pipeline orchestration with TFX<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Use the TFX CLI and Kubeflow UI to build and deploy TFX pipelines to a hosted AI Platform Pipelines instance on Google Cloud.<\/h5>\n  <\/div>\n   <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Deploy a TensorFlow model trained using AI Platform Training to AI Platform Prediction.<\/h5>\n  <\/div>\n     <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\"> Perform advanced distributed hyperparameter tuning using CloudTuner and Cloud AI Platform Vizier.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">\n       <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">03<\/h3>\n    <\/div>\n    <h4 class=\"title-head\"> Custom components and CI\/CD for TFX pipelines<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Develop a CI\/CD workflow with Cloud Build to build and deploy a TFX Pipeline.<\/h5>\n  <\/div>\n   <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Integrate Github trigger to trigger Cloud Build CI\/CD workflow for a TFX pipeline.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">\n        <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">04<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">ML Metadata with TFX<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Access and analyze pipeline artifacts in ML Metadata store.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">\n<div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">05<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with Scikit-learn and AI Platform Pipelines.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with PyTorch and AI Platform Pipelines.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with XGBoost and AI Platform Pipelines.<\/h5>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with TensorFlow and AI Platform Pipelines.<\/h5>\n  <\/div>\n \n    <\/div>\n    <div class=\"wrap-program\">\n        \n           <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">06<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">Continuous Training with Cloud Composer<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Perform continuous training with Cloud Composer.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">\n        \n       <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">07<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">ML Pipelines with MLflow<\/h4>\n  <\/div>\n  <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Manage Machine Learning lifecycle with MLflow.<\/h5>\n  <\/div>\n  \n    <\/div>\n    <div class=\"wrap-program\">    \n        \n        \n        \n        <div class=\"head-program\">\n    <div class=\"wrap-number-head\">\n      <h3 class=\"number-head\">08<\/h3>\n    <\/div>\n    <h4 class=\"title-head\">Summary<\/h4>\n<\/div>\n <div class=\"body-program\">\n    <span class=\"icon-body\">+<\/span>\n     <h5 class=\"title-body\">Summarize the course.<\/h5>\n <\/div>\n\n    <\/div>\n  <\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50a25fd elementor-widget elementor-widget-html\" data-id=\"50a25fd\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"wrap-btn-more\">\n    <button class=\"btn-more-list-item\">\n    <\/button>\n<button class=\"btn-hidden-more-list-item\">\n    <\/button>\n<\/div>\n\n<script>\n\njQuery(document).ready(function($) {\n  $(\" #wrap-programs .wrap-program:nth-child(n+4)\").addClass(\"course-hidden\");\n  $(\".btn-hidden-more-list-item\").addClass(\"course-hidden\");\n  let numItems = $('.wrap-program').length;\n  let count_more = numItems - 3;\n  $('.btn-more-list-item').text(\"+ \" + count_more + \" More lessons\");\n  $(\".btn-more-list-item\").attr(\"onclick\", \"showLessionCourse()\");\n  $(\".btn-hidden-more-list-item\").attr(\"onclick\", \"hiddenLessionCourse()\");\n  \nshowLessionCourse = () => {\n  $(\" #wrap-programs .wrap-program:nth-child(n+4)\").removeClass(\"course-hidden\");\n  $(\".btn-more-list-item\").addClass(\"course-hidden\");\n  $(\".btn-hidden-more-list-item\").removeClass(\"course-hidden\").text(\"See less\");;\n}\nhiddenLessionCourse = () => {\n  $(\" #wrap-programs .wrap-program:nth-child(n+4)\").addClass(\"course-hidden\");\n  $(\".btn-more-list-item\").removeClass(\"course-hidden\");\n  $(\".btn-hidden-more-list-item\").addClass(\"course-hidden\");\n}\n});\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-530ae7a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"530ae7a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bc3326a\" data-id=\"bc3326a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-75267b3 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"75267b3\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">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-5326a53 elementor-widget elementor-widget-html\" data-id=\"5326a53\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"columns\">\n    <div class=\"column\">\n      <div id=\"trainerInfo\">\n        <p id=\"trainerName\" class=\"text-right blue\"><\/p>\n        <p id=\"trainerPosition\" class=\"text-right blue-2\"><\/p>\n        <p id=\"trainerDescription\" class=\"text-right\"><\/p>\n      <\/div>\n    <\/div>\n    <div class=\"column\">\n      <div class=\"trainerList\">\n            <img 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      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l\u00e0m vi\u1ec7c trong vi\u1ec7c x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 \u0111\u00e0o t\u1ea1o ML \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u th\u00f4ng minh tr\u00ean Google Cloud cho kh\u00e1ch h\u00e0ng. V\u01b0\u01a1ng mong mu\u1ed1n \u0111em hi\u1ec3u bi\u1ebft v\u1ec1 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y c\u0169ng nh\u01b0 Google Cloud \u0111\u1ec3 chia s\u1ebb v\u00e0 gi\u00fap c\u00e1c h\u1ecdc vi\u00ean hi\u1ec3u bi\u1ebft v\u00e0 l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3 tr\u00ean Google Cloud.\";\n        info.style.opacity = 1;\n        },500);\n        break;\n      case 'second':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1.4)\";\n        document.getElementById('third').style.transform = \"scale(1)\";\n        document.getElementById('fourth').style.transform = \"scale(1)\";\n        document.getElementById('fifth').style.transform = \"scale(1)\";\n        document.getElementById('sixth').style.transform = \"scale(1)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n         name.innerHTML = \"Mi Nguy\u1ec5n\";\n        position.innerHTML = \"Google Cloud Authorized Trainer\";\n        description.innerHTML =\n          \"Kinh nghi\u1ec7m l\u00e0m vi\u1ec7c \u1edf v\u1ecb tr\u00ed AI Engineer t\u1ea1i H\u00e0n Qu\u1ed1c v\u00e0 New Zealands  v\u00e0 l\u00e0m vi\u1ec7c \u1edf v\u1ecb tr\u00ed Senior AI Engineer v\u00e0 Data Scientist cho c\u00e1c doanh nghi\u1ec7p l\u1edbn \u1edf Vi\u1ec7t Nam. <br\/>B\u00ean c\u1ea1nh \u0111\u00f3, Mi c\u00f3 kinh nghi\u1ec7m gi\u1ea3ng d\u1ea1y v\u1ec1 khoa h\u1ecdc d\u1eef li\u1ec7u cho h\u00e0ng ngh\u00ecn h\u1ecdc vi\u00ean. Mi hy v\u1ecdng c\u00f3 th\u1ec3 \u0111\u1ed3ng h\u00e0nh v\u00e0 ph\u00e1t tri\u1ec3n c\u00f9ng c\u00e1c b\u1ea1n trong qu\u00e1 tr\u00ecnh t\u00ecm hi\u1ec3u khoa h\u1ecdc d\u1eef li\u1ec7u tr\u00ean Google Cloud.\";\n        info.style.opacity = 1;\n        },500);\n        break;\n      case 'third':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1)\";\n        document.getElementById('third').style.transform = \"scale(1.4)\";\n        document.getElementById('fourth').style.transform = \"scale(1)\";\n        document.getElementById('fifth').style.transform = \"scale(1)\";\n        document.getElementById('sixth').style.transform = \"scale(1)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n        name.innerHTML = \"Hi\u1ebfu L\u00ea\";\n        position.innerHTML = \"Google Cloud Authorized Trainer\";\n        description.innerHTML =\n          \"Kinh nghi\u1ec7m Back-end Developer v\u00e0 l\u00e0m vi\u1ec7c \u1edf c\u00e1c v\u1ecb tr\u00ed Data Analytics v\u00e0 Data Engineer h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u \u1edf m\u00f4i tr\u01b0\u1eddng On-premises v\u00e0 Google Cloud. Hi\u1ebfu c\u00f3 ni\u1ec1m \u0111am m\u00ea chia s\u1ebb ki\u1ebfn th\u1ee9c v\u00e0 kinh nghi\u1ec7m c\u1ee7a m\u00ecnh \u0111\u1ec3 gi\u00fap c\u00e1c doanh nghi\u1ec7p v\u00e0 h\u1ecdc vi\u00ean t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 tr\u00ean Google Cloud \";\n        info.style.opacity = 1;\n        },500);\n          break;     \n      case 'fourth':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1)\";\n        document.getElementById('third').style.transform = \"scale(1)\";\n        document.getElementById('fourth').style.transform = \"scale(1.4)\";\n        document.getElementById('fifth').style.transform = \"scale(1)\";\n        document.getElementById('sixth').style.transform = \"scale(1)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n        name.innerHTML = \"Ph\u01b0\u01a1ng Nguy\u1ec5n \";\n        position.innerHTML = \"Google Cloud Instructor\";\n        description.innerHTML =\n          \"Kinh nghi\u1ec7m h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng v\u1ec1 h\u1ea1 t\u1ea7ng on-premise trong m\u00f4i tr\u01b0\u1eddng Data center t\u1ea1i Vi\u1ec7t Nam v\u00e0  t\u01b0 v\u1ea5n, h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng migrate h\u1ec7 th\u1ed1ng v\u00e0 \u0111\u01b0a gi\u1ea3i ph\u00e1p h\u1ed7 tr\u1ee3  kh\u00e1ch h\u00e0ng tr\u00ean Google Cloud.  Ph\u01b0\u01a1ng mong mu\u1ed1n chia s\u1ebb nh\u1eefng gi\u00e1 tr\u1ecb t\u1ed1t nh\u1ea5t c\u1ee7a Google Cloud \u0111\u1ebfn v\u1edbi c\u00e1 nh\u00e2n v\u00e0 doanh nghi\u1ec7p \u0111\u1ec3 t\u1eadn d\u1ee5ng th\u1ebf m\u1ea1nh v\u00e0 th\u00e0nh c\u00f4ng khi l\u00e0m vi\u1ec7c v\u1edbi Google Cloud.\";\n        info.style.opacity = 1;\n        },500);\n        break;\n      case 'fifth':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1)\";\n        document.getElementById('third').style.transform = \"scale(1)\";\n        document.getElementById('fourth').style.transform = \"scale(1)\";\n        document.getElementById('fifth').style.transform = \"scale(1.4)\";\n        document.getElementById('sixth').style.transform = \"scale(1)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n        name.innerHTML = \"\u0110\u1eb7ng V\u0169 Anh\";\n        position.innerHTML = \"Google Cloud Authorized Trainer\";\n        description.innerHTML =\n          \"Kinh nghi\u1ec7m t\u01b0 v\u1ea5n \u0111\u01b0a ra gi\u1ea3i ph\u00e1p cho doanh nghi\u1ec7p chuy\u1ec3n \u0111\u1ed5i h\u1ec7 th\u1ed1ng l\u00ean Google Cloud V\u0169 Anh mong mu\u1ed1n c\u00f3 c\u01a1 h\u1ed9i c\u00f9ng \u0111\u1ed3ng h\u00e0nh v\u00e0 ph\u00e1t tri\u1ec3n  v\u1edbi doanh nghi\u1ec7p trong nh\u1eefng b\u01b0\u1edbc \u0111i chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong th\u1eddi gian t\u1edbi. Hi\u1ec7n t\u1ea1i, V\u0169 Anh \u0111ang l\u00e0 Trainer c\u1ee7a c\u00e1c l\u1edbp h\u1ecdc v\u1ec1 x\u00e2y d\u1ef1ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng tr\u00ean Google Cloud\";\n        info.style.opacity = 1;\n        },500);\n      default:\n        break;\n    case 'sixth':\n        document.getElementById('first').style.transform = \"scale(1)\";\n        document.getElementById('second').style.transform = \"scale(1)\";\n        document.getElementById('third').style.transform = \"scale(1)\";\n        document.getElementById('fourth').style.transform = \"scale(1)\";\n        document.getElementById('fifth').style.transform = \"scale(1)\";\n        document.getElementById('sixth').style.transform = \"scale(1.4)\";\n        document.getElementById('seventh').style.transform = \"scale(1)\";\n        document.getElementById('eighth').style.transform = \"scale(1)\";\n        setTimeout(function(){ \n        name.innerHTML = \"Ph\u1ea1m H\u1eefu T\u00fa\";\n        position.innerHTML = \"Google Cloud Authorized Trainer\";\n        description.innerHTML =\n          \"T\u00fa c\u00f3 kinh nghi\u1ec7m h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng trong vi\u1ec7c thi\u1ebft k\u1ebf datapipeline v\u00e0 \u0111\u01b0a ra gi\u1ea3i ph\u00e1p x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p. 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Ti\u1ebfn Anh mu\u1ed1n lan t\u1ecfa nh\u1eefng ki\u1ebfn th\u1ee9c h\u1eefu \u00fd n\u00e0y gi\u00fap cho c\u00e1c k\u1ef9 s\u01b0 v\u00e0 kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 Google Cloud v\u00e0 x\u00e2y d\u1ef1ng quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 cho doanh nghi\u1ec7p.\";\n        info.style.opacity = 1;\n        },500);\n        break;\n    \n    }\n  }\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbbecd3 elementor-widget elementor-widget-aux_image\" data-id=\"bbbecd3\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au5801a945\">\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@2x-1.png\" alt=\"Asset 2@2x\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bfc3c2a elementor-widget elementor-widget-aux_image\" data-id=\"bfc3c2a\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au045a8c63\">\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-0d1a0a1 elementor-widget elementor-widget-aux_image\" data-id=\"0d1a0a1\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-auec9ee3cc\">\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-733f7be1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"733f7be1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3e440731\" data-id=\"3e440731\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-19f9b547 elementor-widget elementor-widget-aux_modern_heading\" data-id=\"19f9b547\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h4 class=\"aux-modern-heading-primary\">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-594958b elementor-widget elementor-widget-aux_image\" data-id=\"594958b\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-auc08bb1cf\">\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-24c1036a elementor-widget elementor-widget-wp-widget-custom_html\" data-id=\"24c1036a\" data-element_type=\"widget\" data-widget_type=\"wp-widget-custom_html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"textwidget custom-html-widget\"><div class=\"glider\">\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img 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 role=\"dots\"><\/div>\r\n<script>\r\n  const g = new Glider(document.querySelector(\".glider\"), {\r\n    slidesToShow: 3,\r\n    draggable: true,\r\n    arrows: {\r\n      prev: \".glider-prev\",\r\n      next: \".glider-next\",\r\n    },\r\n responsive: [\r\n    {\r\n      \/\/ screens greater than &gt;= 775px\r\n      breakpoint: 300,\r\n      settings: {\r\n        \/\/ Set to `auto` and provide item width to adjust to viewport\r\n        slidesToShow: 1,\r\n        slidesToScroll: 1,\r\n        itemWidth: 150,\r\n        duration: 0.25\r\n      }\r\n    },{\r\n      \/\/ screens greater than &gt;= 1024px\r\n      breakpoint: 1024,\r\n      settings: {\r\n        slidesToShow: 3,\r\n        slidesToScroll: 1,\r\n        itemWidth: 150,\r\n        duration: 0.25\r\n      }\r\n    }\r\n  ]\r\n  });\r\n<\/script>\r\n<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5cd43f8 elementor-widget elementor-widget-aux_image\" data-id=\"5cd43f8\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au6b05c0fc\">\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-au7c9e9627\">\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-au3c59710a\">            <div class=\"aux-col-wrapper aux-no-gutter\">\n            <!-- @TODO - The output for element here -->\n\n            <div role=\"form\" class=\"wpcf7\" id=\"wpcf7-f340-o1\" lang=\"en-US\" dir=\"ltr\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/en\/wp-json\/wp\/v2\/pages\/3309#wpcf7-f340-o1\" method=\"post\" class=\"wpcf7-form init\" novalidate=\"novalidate\" data-status=\"init\">\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=\"ML Pipelines on Google Cloud\" size=\"40\" class=\"wpcf7-form-control wpcf7dtx-dynamictext wpcf7-dynamichidden\" aria-invalid=\"false\" \/><\/span><\/p>\n<p><input type=\"submit\" value=\"\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-413e0337 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"413e0337\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-67e3ec04\" data-id=\"67e3ec04\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5a74f1cf aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"5a74f1cf\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-479d3a78 elementor-widget elementor-widget-toggle\" data-id=\"479d3a78\" data-element_type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-toggle\" role=\"tablist\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1201\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"tab\" aria-controls=\"elementor-tab-content-1201\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">1. 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-1201\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1201\"><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-1202\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"tab\" aria-controls=\"elementor-tab-content-1202\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">2. 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-1202\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1202\"><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-1203\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"tab\" aria-controls=\"elementor-tab-content-1203\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">3. 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-1203\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1203\"><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-1204\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"tab\" aria-controls=\"elementor-tab-content-1204\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">4. 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-1204\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1204\"><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 Trong kh\u00f3a h\u1ecdc, b\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 TensorFlow Extended ( TFX) &#8211; s\u1ea3n ph\u1ea9m Google tr\u00ean n\u1ec1n t\u1ea3ng Machine learning d\u1ef1a tr\u00ean TensorFlow \u0111\u1ec3 qu\u1ea3n l\u00fd ML pipeline v\u00e0 metadata. Trong c\u00e1c ch\u01b0\u01a1ng \u0111\u1ea7u b\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1c th\u00e0nh ph\u1ea7n pipeline v\u00e0 \u0111i\u1ec1u ph\u1ed1i pipeline v\u1edbi TFX, c\u00e1ch [&hellip;]<\/p>\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-3309","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>ML Pipelines on Google Cloud - Cloud Ace Training<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/training.cloud-ace.vn\/en\/googlecloudtraining\/ml-pipelines-on-google-cloud\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ML Pipelines on Google Cloud - Cloud Ace Training\" \/>\n<meta property=\"og:description\" content=\"T\u1ed5ng quan kho\u00e1 h\u1ecdc Trong kh\u00f3a h\u1ecdc, b\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 TensorFlow Extended ( TFX) &#8211; s\u1ea3n ph\u1ea9m Google tr\u00ean n\u1ec1n t\u1ea3ng Machine learning d\u1ef1a tr\u00ean TensorFlow \u0111\u1ec3 qu\u1ea3n l\u00fd ML pipeline v\u00e0 metadata. 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