{"id":3313,"date":"2021-09-07T03:20:43","date_gmt":"2021-09-07T03:20:43","guid":{"rendered":"http:\/\/training.cloud-ace.vn\/?page_id=3313"},"modified":"2022-07-13T09:45:14","modified_gmt":"2022-07-13T09:45:14","slug":"advanced-machine-learning-on-google-cloud","status":"publish","type":"page","link":"https:\/\/training.cloud-ace.vn\/en\/googlecloudtraining\/advanced-machine-learning-on-google-cloud\/","title":{"rendered":"Advanced Machine Learning on Google Cloud"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"3313\" class=\"elementor elementor-3313\">\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-au2fb04c4e\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/09\/Asset-20.png\" alt=\"Asset 20\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-0b81dbe\" data-id=\"0b81dbe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-18d4484 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"18d4484\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h2 class=\"aux-modern-heading-primary\">Overview<\/h2><div class=\"aux-modern-heading-description\"><p><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Kh\u00f3a h\u1ecdc gi\u00fap b\u1ea1n c\u00f3 th\u1ef1c h\u00e0nh vi\u1ec7c tri\u1ec3n khai, t\u1ed1i \u01b0u v\u00e0 m\u1edf r\u1ed9ng c\u00e1c model ML \u1ee9ng d\u1ee5ng v\u00e0o th\u1ef1c t\u1ebf. B\u1ea1n s\u1ebd h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1ch x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 m\u1edf r\u1ed9ng v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 t\u00ednh \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf cao v\u1edbi nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u nh\u01b0 d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac, h\u00ecnh \u1ea3nh, time-series, natural language, c\u0169ng nh\u01b0 bi\u1ebft c\u00e1ch x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng recommendation.&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}\">This course will give you hands-on experience optimizing, deploying, and scaling a variety of production ML models. You'll learn how to build scalable, accurate, and production-ready models for structured data, image data, time-series, and natural language text, along with recommendation systems.<\/span><\/p>\n<p class=\"time\">Duration: 40h<\/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 elementor-widget-aux_modern_button\" data-id=\"89718f3\" data-element_type=\"widget\" id=\"register-btn\" data-widget_type=\"aux_modern_button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t    <div class=\"aux-modern-button-wrapper aux-modern-button-align-left\" >\n                    <a class=\"aux-modern-button aux-black aux-modern-button-md aux-modern-button-normal aux-modern-button-default aux-icon-\">\n                <div class=\"aux-overlay\"><\/div>\n                                    <div class=\"aux-icon\">\n                                            <\/div>\n                                <div class=\"aux-text\">\n<span class=\"aux-text-before\">REGISTER NOW<\/span>                <\/div>\n            <\/a>\n            \n    <\/div>\n\n    \t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06e69ce elementor-widget elementor-widget-html\" data-id=\"06e69ce\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script>\n   document.getElementById(\"register-btn\").onclick = function(){\n    console.log(\"clicked\");\n   let element = document.getElementById(\"register-form\");\n    element.scrollIntoView({behavior: \"smooth\"});\n   }\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-6087a07 elementor-widget elementor-widget-aux_image\" data-id=\"6087a07\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-aua058fc13\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2-8.png\" alt=\"Asset 2\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d1d7504 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d1d7504\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3b198ea\" data-id=\"3b198ea\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a422811 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a422811\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8825fc7\" data-id=\"8825fc7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-05e1b85 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"05e1b85\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">Objective <\/h5><div class=\"aux-modern-heading-description\"><p>After completing the course, students will have the following knowledge:<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-a43da05 aux-appear-watch-animation aux-fade-in-left-1 elementor-widget elementor-widget-aux_text\" data-move-in=\"\" data-move-out=\"\" data-axis-x=\"150\" data-axis-y=\"100\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"a43da05\" data-element_type=\"widget\" data-widget_type=\"aux_text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-text aux-parent-au9247325e\">        <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;- Tri\u1ec3n khai nhi\u1ec1u h\u1ec7 th\u1ed1ng ML kh\u00e1c nhau: static\/dynamic\/continuous training, static\/dynamic inference, batching\/online processing.\\n- Gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 ML ho\u00e0n ch\u00ecnh b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng end-to-end pipeline: khai ph\u00e1 d\u1eef li\u1ec7u, x\u1eed l\u00fd & chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, l\u1ef1a ch\u1ecdn thu\u1ed9c t\u00ednh, x\u00e2y d\u1ef1ng model, hi\u1ec7u ch\u1ec9nh tham s\u1ed1 v\u00e0 tri\u1ec3n khai th\u1ef1c t\u1ebf.\\n- X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh image classification t\u1eeb c\u00e1c model linear \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn c\u00e1c m\u1ea1ng hi\u1ec7u su\u1ea5t cao nh\u01b0 CNNs b\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n c\u00e1c k\u1ef9 thu\u1eadt batch normalization, augmentation v\u00e0 transfer learning.\\n- Forecast d\u1eef li\u1ec7u time-series s\u1eed d\u1ee5ng CNNs, RNNs v\u00e0 LSTMs.\\n- \u00c1p d\u1ee5ng ML trong vi\u1ec7c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean b\u1eb1ng CNNs, RNNs, LSTMs.\\n- Tri\u1ec3n khai content-based, collaborative, hybrid v\u00e0 neural recommendation model tr\u00ean TensorFlow.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Implement the various flavors of production ML systems\u2014static, dynamic, and continuous training; static and dynamic inference; and batch and online processing.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Tri\u1ec3n khai nhi\u1ec1u h\u1ec7 th\u1ed1ng ML kh\u00e1c nhau: static\/dynamic\/continuous training, static\/dynamic inference, batching\/online processing.\\n- Gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 ML ho\u00e0n ch\u00ecnh b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng end-to-end pipeline: khai ph\u00e1 d\u1eef li\u1ec7u, x\u1eed l\u00fd & chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, l\u1ef1a ch\u1ecdn thu\u1ed9c t\u00ednh, x\u00e2y d\u1ef1ng model, hi\u1ec7u ch\u1ec9nh tham s\u1ed1 v\u00e0 tri\u1ec3n khai th\u1ef1c t\u1ebf.\\n- X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh image classification t\u1eeb c\u00e1c model linear \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn c\u00e1c m\u1ea1ng hi\u1ec7u su\u1ea5t cao nh\u01b0 CNNs b\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n c\u00e1c k\u1ef9 thu\u1eadt batch normalization, augmentation v\u00e0 transfer learning.\\n- Forecast d\u1eef li\u1ec7u time-series s\u1eed d\u1ee5ng CNNs, RNNs v\u00e0 LSTMs.\\n- \u00c1p d\u1ee5ng ML trong vi\u1ec7c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean b\u1eb1ng CNNs, RNNs, LSTMs.\\n- Tri\u1ec3n khai content-based, collaborative, hybrid v\u00e0 neural recommendation model tr\u00ean TensorFlow.&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}\">Solve an ML problem by building an end-to-end pipeline, going from data exploration, preprocessing, feature engineering, model building, hyperparameter tuning, deployment, and serving.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Tri\u1ec3n khai nhi\u1ec1u h\u1ec7 th\u1ed1ng ML kh\u00e1c nhau: static\/dynamic\/continuous training, static\/dynamic inference, batching\/online processing.\\n- Gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 ML ho\u00e0n ch\u00ecnh b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng end-to-end pipeline: khai ph\u00e1 d\u1eef li\u1ec7u, x\u1eed l\u00fd & chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, l\u1ef1a ch\u1ecdn thu\u1ed9c t\u00ednh, x\u00e2y d\u1ef1ng model, hi\u1ec7u ch\u1ec9nh tham s\u1ed1 v\u00e0 tri\u1ec3n khai th\u1ef1c t\u1ebf.\\n- X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh image classification t\u1eeb c\u00e1c model linear \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn c\u00e1c m\u1ea1ng hi\u1ec7u su\u1ea5t cao nh\u01b0 CNNs b\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n c\u00e1c k\u1ef9 thu\u1eadt batch normalization, augmentation v\u00e0 transfer learning.\\n- Forecast d\u1eef li\u1ec7u time-series s\u1eed d\u1ee5ng CNNs, RNNs v\u00e0 LSTMs.\\n- \u00c1p d\u1ee5ng ML trong vi\u1ec7c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean b\u1eb1ng CNNs, RNNs, LSTMs.\\n- Tri\u1ec3n khai content-based, collaborative, hybrid v\u00e0 neural recommendation model tr\u00ean TensorFlow.&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}\">Develop a range of image classification models from simple linear models to high-performing convolutional neural networks (CNNs) with batch normalization, augmentation, and transfer learning.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Tri\u1ec3n khai nhi\u1ec1u h\u1ec7 th\u1ed1ng ML kh\u00e1c nhau: static\/dynamic\/continuous training, static\/dynamic inference, batching\/online processing.\\n- Gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 ML ho\u00e0n ch\u00ecnh b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng end-to-end pipeline: khai ph\u00e1 d\u1eef li\u1ec7u, x\u1eed l\u00fd & chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, l\u1ef1a ch\u1ecdn thu\u1ed9c t\u00ednh, x\u00e2y d\u1ef1ng model, hi\u1ec7u ch\u1ec9nh tham s\u1ed1 v\u00e0 tri\u1ec3n khai th\u1ef1c t\u1ebf.\\n- X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh image classification t\u1eeb c\u00e1c model linear \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn c\u00e1c m\u1ea1ng hi\u1ec7u su\u1ea5t cao nh\u01b0 CNNs b\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n c\u00e1c k\u1ef9 thu\u1eadt batch normalization, augmentation v\u00e0 transfer learning.\\n- Forecast d\u1eef li\u1ec7u time-series s\u1eed d\u1ee5ng CNNs, RNNs v\u00e0 LSTMs.\\n- \u00c1p d\u1ee5ng ML trong vi\u1ec7c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean b\u1eb1ng CNNs, RNNs, LSTMs.\\n- Tri\u1ec3n khai content-based, collaborative, hybrid v\u00e0 neural recommendation model tr\u00ean TensorFlow.&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}\">Forecast time-series values using CNNs, recurrent neural networks (RNNs), and LSTMs.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Tri\u1ec3n khai nhi\u1ec1u h\u1ec7 th\u1ed1ng ML kh\u00e1c nhau: static\/dynamic\/continuous training, static\/dynamic inference, batching\/online processing.\\n- Gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 ML ho\u00e0n ch\u00ecnh b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng end-to-end pipeline: khai ph\u00e1 d\u1eef li\u1ec7u, x\u1eed l\u00fd & chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, l\u1ef1a ch\u1ecdn thu\u1ed9c t\u00ednh, x\u00e2y d\u1ef1ng model, hi\u1ec7u ch\u1ec9nh tham s\u1ed1 v\u00e0 tri\u1ec3n khai th\u1ef1c t\u1ebf.\\n- X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh image classification t\u1eeb c\u00e1c model linear \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn c\u00e1c m\u1ea1ng hi\u1ec7u su\u1ea5t cao nh\u01b0 CNNs b\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n c\u00e1c k\u1ef9 thu\u1eadt batch normalization, augmentation v\u00e0 transfer learning.\\n- Forecast d\u1eef li\u1ec7u time-series s\u1eed d\u1ee5ng CNNs, RNNs v\u00e0 LSTMs.\\n- \u00c1p d\u1ee5ng ML trong vi\u1ec7c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean b\u1eb1ng CNNs, RNNs, LSTMs.\\n- Tri\u1ec3n khai content-based, collaborative, hybrid v\u00e0 neural recommendation model tr\u00ean TensorFlow.&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}\">Apply ML to natural language text using CNNs, RNNs, LSTMs, reusable word embeddings, and encoder-decoder generative models.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Tri\u1ec3n khai nhi\u1ec1u h\u1ec7 th\u1ed1ng ML kh\u00e1c nhau: static\/dynamic\/continuous training, static\/dynamic inference, batching\/online processing.\\n- Gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 ML ho\u00e0n ch\u00ecnh b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng end-to-end pipeline: khai ph\u00e1 d\u1eef li\u1ec7u, x\u1eed l\u00fd & chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, l\u1ef1a ch\u1ecdn thu\u1ed9c t\u00ednh, x\u00e2y d\u1ef1ng model, hi\u1ec7u ch\u1ec9nh tham s\u1ed1 v\u00e0 tri\u1ec3n khai th\u1ef1c t\u1ebf.\\n- X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh image classification t\u1eeb c\u00e1c model linear \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn c\u00e1c m\u1ea1ng hi\u1ec7u su\u1ea5t cao nh\u01b0 CNNs b\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n c\u00e1c k\u1ef9 thu\u1eadt batch normalization, augmentation v\u00e0 transfer learning.\\n- Forecast d\u1eef li\u1ec7u time-series s\u1eed d\u1ee5ng CNNs, RNNs v\u00e0 LSTMs.\\n- \u00c1p d\u1ee5ng ML trong vi\u1ec7c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean b\u1eb1ng CNNs, RNNs, LSTMs.\\n- Tri\u1ec3n khai content-based, collaborative, hybrid v\u00e0 neural recommendation model tr\u00ean TensorFlow.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:13057,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Roboto&quot;,&quot;16&quot;:11}\">Implement content-based, collaborative, hybrid, and neural recommendation models in TensorFlow.<\/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-au62c0ce14\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-4-5.png\" alt=\"Asset 4\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-97e8d56\" data-id=\"97e8d56\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2c3cc6f aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"2c3cc6f\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">Audience<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-0b5c896 aux-appear-watch-animation aux-fade-in-left-1 elementor-widget elementor-widget-aux_text\" data-move-in=\"\" data-move-out=\"\" data-axis-x=\"150\" data-axis-y=\"100\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"0b5c896\" data-element_type=\"widget\" data-widget_type=\"aux_text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-text aux-parent-au4943cc7d\">        <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 Engineer ho\u1eb7c l\u1eadp tr\u00ecnh vi\u00ean quan t\u00e2m \u0111\u1ebfn vi\u1ec7c \u00e1p d\u1ee5ng Machine learning trong th\u1ef1c t\u1ebf .\\n- C\u00e1 nh\u00e2n h\u1ee9ng th\u00fa v\u1edbi \u1ee9ng d\u1ee5ng Machine learning \u0111\u1ebb gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong kinh doanh cho doanh nghi\u1ec7p.&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 Engineer ho\u1eb7c l\u1eadp tr\u00ecnh vi\u00ean quan t\u00e2m \u0111\u1ebfn vi\u1ec7c \u00e1p d\u1ee5ng Machine learning trong th\u1ef1c t\u1ebf .<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;- Data Engineer ho\u1eb7c l\u1eadp tr\u00ecnh vi\u00ean quan t\u00e2m \u0111\u1ebfn vi\u1ec7c \u00e1p d\u1ee5ng Machine learning trong th\u1ef1c t\u1ebf .\\n- C\u00e1 nh\u00e2n h\u1ee9ng th\u00fa v\u1edbi \u1ee9ng d\u1ee5ng Machine learning \u0111\u1ebb gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong kinh doanh cho doanh nghi\u1ec7p.&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\u00e1 nh\u00e2n h\u1ee9ng th\u00fa v\u1edbi \u1ee9ng d\u1ee5ng Machine learning \u0111\u1ebb gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong kinh doanh cho doanh nghi\u1ec7p.<\/span><\/li>\n<\/ul>                <\/div>\n                            <\/div>\n        <\/div>\n                    <div class=\"aux-text-widget-footer\">\n                <div class=\"aux-border-shape-none\">\n                                <\/div>\n            <\/div>\n        \n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7657e96 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"7657e96\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">prerequisite<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-c3aa3d0 aux-appear-watch-animation aux-fade-in-left-1 elementor-widget elementor-widget-aux_text\" data-move-in=\"\" data-move-out=\"\" data-axis-x=\"150\" data-axis-y=\"100\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"c3aa3d0\" data-element_type=\"widget\" data-widget_type=\"aux_text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-text aux-parent-au62c9e4c6\">        <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;-  Ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc Big Data & Machine Learning Fundamentals \\n- C\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 ML, TensorFlow\\n- C\u00f3 kinh nghi\u1ec7m l\u1eadp tr\u00ecnh Python \\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 th\u1ed1ng k\u00ea\\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 SQL\\n&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:1061633,&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,&quot;23&quot;:1}\" data-sheets-textstyleruns=\"{&quot;1&quot;:0}\uee10[null,23,{&quot;2&quot;:[null,2,1136076],&quot;9&quot;:1}]\uee10{&quot;1&quot;:64}\" data-sheets-hyperlinkruns=\"[null,23,&quot;#gid=1254123767&quot;]\uee10{&quot;1&quot;:64}\">Knowledge of machine learning and TensorFlow to the level covered in Machine Learning on Google Cloud coursework.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;-  Ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc Big Data & Machine Learning Fundamentals \\n- C\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 ML, TensorFlow\\n- C\u00f3 kinh nghi\u1ec7m l\u1eadp tr\u00ecnh Python \\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 th\u1ed1ng k\u00ea\\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 SQL\\n&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:1061633,&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,&quot;23&quot;:1}\" data-sheets-textstyleruns=\"{&quot;1&quot;:0}\uee10[null,23,{&quot;2&quot;:[null,2,1136076],&quot;9&quot;:1}]\uee10{&quot;1&quot;:64}\" data-sheets-hyperlinkruns=\"[null,23,&quot;#gid=1254123767&quot;]\uee10{&quot;1&quot;:64}\">Basic knowledge ML, TensorFlow<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;-  Ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc Big Data & Machine Learning Fundamentals \\n- C\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 ML, TensorFlow\\n- C\u00f3 kinh nghi\u1ec7m l\u1eadp tr\u00ecnh Python \\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 th\u1ed1ng k\u00ea\\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 SQL\\n&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:1061633,&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,&quot;23&quot;:1}\" data-sheets-textstyleruns=\"{&quot;1&quot;:0}\uee10[null,23,{&quot;2&quot;:[null,2,1136076],&quot;9&quot;:1}]\uee10{&quot;1&quot;:64}\" data-sheets-hyperlinkruns=\"[null,23,&quot;#gid=1254123767&quot;]\uee10{&quot;1&quot;:64}\">Experience coding in Python.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;-  Ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc Big Data & Machine Learning Fundamentals \\n- C\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 ML, TensorFlow\\n- C\u00f3 kinh nghi\u1ec7m l\u1eadp tr\u00ecnh Python \\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 th\u1ed1ng k\u00ea\\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 SQL\\n&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:1061633,&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,&quot;23&quot;:1}\" data-sheets-textstyleruns=\"{&quot;1&quot;:0}\uee10[null,23,{&quot;2&quot;:[null,2,1136076],&quot;9&quot;:1}]\uee10{&quot;1&quot;:64}\" data-sheets-hyperlinkruns=\"[null,23,&quot;#gid=1254123767&quot;]\uee10{&quot;1&quot;:64}\">Knowledge of basic statistics.<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;-  Ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc Big Data & Machine Learning Fundamentals \\n- C\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 ML, TensorFlow\\n- C\u00f3 kinh nghi\u1ec7m l\u1eadp tr\u00ecnh Python \\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 th\u1ed1ng k\u00ea\\n- C\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 SQL\\n&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:1061633,&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,&quot;23&quot;:1}\" data-sheets-textstyleruns=\"{&quot;1&quot;:0}\uee10[null,23,{&quot;2&quot;:[null,2,1136076],&quot;9&quot;:1}]\uee10{&quot;1&quot;:64}\" data-sheets-hyperlinkruns=\"[null,23,&quot;#gid=1254123767&quot;]\uee10{&quot;1&quot;:64}\">Knowledge of SQL and cloud computing (helpful).<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\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-aud9d20989\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-6-4.png\" alt=\"Asset 6\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3e1858 elementor-widget elementor-widget-aux_modern_heading\" data-id=\"d3e1858\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h4 class=\"aux-modern-heading-primary\">OUTLINE<\/h4><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f774f9f elementor-widget elementor-widget-html\" data-id=\"f774f9f\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div id=\"wrap-programs\">\n  <div class=\"wrap-program\">\n    <div class=\"head-program\">\n      <div class=\"wrap-number-head\">\n        <h3 class=\"number-head\">01<\/h3>\n      <\/div>\n      <h4 class=\"title-head\">Machine Learning on Google Cloud Platform<\/h4>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Effective ML.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Fully managed ML.<\/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\">02<\/h3>\n      <\/div>\n      <h4 class=\"title-head\">Explore the Data<\/h4>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Exploring the dataset.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">BigQuery.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\"> BigQuery and AI Platform Notebooks.<\/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\">Creating the dataset<\/h4>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Creating a dataset.<\/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\">04<\/h3>\n      <\/div>\n      <h4 class=\"title-head\">Build the Model<\/h4>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Build the model.<\/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\">05<\/h3>\n      <\/div>\n      <h4 class=\"title-head\">Operationalize the model<\/h4>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Operationalizing the model.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Cloud AI Platform.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Train and deploy with Cloud AI Platform.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">BigQuery ML.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Deploying and Predicting with Cloud AI Platform.<\/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\">Architecting Production ML Systems<\/h4>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">The Components of an ML System.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">The Components of an ML System: Data Analysis and Validation.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">The Components of an ML System: Data Transformation + Trainer.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">The Components of an ML System: Tuner + Model Evaluation and Validation.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">The Components of an ML System: Serving.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">The Components of an ML System: Orchestration + Workflow.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">The Components of an ML System: Integrated Frontend + Storage.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Training Design Decisions.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Serving Design Decisions.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Designing from Scratch.<\/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\">Ingesting data for Cloud-based analytics and ML<\/h4>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Data On-Premise.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Large Datasets.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Data on Other Clouds.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\n      <span class=\"icon-body\">+<\/span>\n      <h5 class=\"title-body\">Existing Databases.<\/h5>\n    <\/div>\n    <div class=\"body-program\">\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\">08<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Designing Adaptable ML systems<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Adapting to Data.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Changing Distributions.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Right and Wrong Decisions.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">System Failure.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Mitigating Training-Serving Skew through Design.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Debugging a Production Model.<\/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\">09<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Designing High-performance ML systems<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Training.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Predictions.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Why distributed training?<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Distributed training architectures.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Faster input pipelines.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Native TensorFlow Operations.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">TensorFlow Records.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Parallel pipelines.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Data parallelism with All Reduce.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Parameter Server Approach.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Inference.L<\/h5>\n      <\/div>\n\n    <\/div>\n    <div class=\"wrap-program\">\n\n\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">10<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Hybrid ML systemsL<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Machine Learning on Hybrid Cloud.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">KubeFlow.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Embedded Models.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">TensorFlow Lite.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Optimizing for Mobile.<\/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\">11<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Welcome to Image Understanding with TensorFlow on GCP<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Images as Visual Data.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Structured vs Unstructured Data.<\/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\">12<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Linear and DNN Models<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Linear Models.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">DNN Models Review.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Review: What is Dropout<\/h5>\n      <\/div>\n\n    <\/div>\n    <div class=\"wrap-program\">\n\n\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">13<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Convolutional Neural Networks (CNNs)<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Understanding Convolutions.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">CNN Model Parameters.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Working with Pooling Layers.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Implementing CNNs with TensorFlow.<\/h5>\n      <\/div>\n\n    <\/div>\n    <div class=\"wrap-program\">\n\n\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">14<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Dealing with Data Scarcity<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">The Data Scarcity Problem.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Data Augmentation.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Transfer Learning.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">No Data, No Problem.<\/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\">15<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Going Deeper Faster<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Batch Normalization.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Residual Networks.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Accelerators (CPU vs GPU, TPU).<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">TPU Estimator.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Neural Architecture Search.<\/h5>\n      <\/div>\n\n    <\/div>\n    <div class=\"wrap-program\">\n\n\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">16<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Pre-built ML Models for Image Classification<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Pre-built ML Models.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Cloud Vision API.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">AutoML Vision.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">AutoML Architecture.<\/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\">17<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Working with Sequences<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Sequence data and models.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">From sequences to inputs.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Modeling sequences with linear models.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Modeling sequences with DNNs.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Modeling sequences with CNNs.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">The variable-length problem<\/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\">18<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Recurrent Neural Networks<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Introducing Recurrent Neural Networks.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">How RNNs represent the past.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">The limits of what RNNs can represent.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">The vanishing gradient problem.<\/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\">19<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Dealing with Longer Sequences<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">LSTMs and GRUs.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">RNNs in TensorFlow.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Deep RNNs.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Improving our Loss Function.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Working with Real Data.<\/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\">20<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Text Classification<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Working with Text.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Text Classification.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Selecting a Model.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Python vs Native TensorFlow.<\/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\">21<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Reusable Embeddings<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Historical methods of making word embeddings.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Modern methods of making word embeddings.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Introducing TensorFlow Hub.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Using TensorFlow Hub within an estimator.<\/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\">22<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Recurrent Neural NetworksEncoder-Decoder Models<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Introducing Encoder-Decoder Networks.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Attention Networks.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Training Encoder-Decoder Models with TensorFlow.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Introducing Tensor2Tensor.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">AutoML Translation.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Dialogflow.<\/h5>\n      <\/div>\n\n    <\/div>\n    <div class=\"wrap-program\">\n\n\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">23<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Module 23: Recommendation Systems Overview<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Types of Recommendation Systems.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Content-Based or Collaborative.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Recommendation System Pitfalls.<\/h5>\n      <\/div>\n\n    <\/div>\n    <div class=\"wrap-program\">\n\n\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">24<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Content-Based Recommendation Systems<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Content-Based Recommendation Systems.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Similarity Measures.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Building a User Vector.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Making Recommendations Using a User Vector.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Making Recommendations for Many Users.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Using Neural Networks for Content-Based Recommendation Systems.<\/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\">25<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Collaborative Filtering Recommendation Systems<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Types of User Feedback Data.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Embedding Users and Items.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Factorization Approaches.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">The ALS Algorithm.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Preparing Input Data for ALS.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Creating Sparse Tensors For Efficient WALS Input.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Instantiating a WALS Estimator: From Input to Estimator.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Instantiating a WAL Estimator: Decoding TFRecords.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Instantiating a WALS Estimator: Recovering Keys.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Instantiating a WALS Estimator: Training and Prediction.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Issues with Collaborative Filtering.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Cold Starts.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">26<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Neural Networks for Recommendation Systems<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Hybrid Recommendation System.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Context-Aware Recommendation Systems.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Context-Aware Algorithms.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Contextual Postfiltering.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Modeling Using Context-Aware Algorithms.<\/h5>\n      <\/div>\n\n    <\/div>\n    <div class=\"wrap-program\">\n\n\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">27<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Building an End-to-End Recommendation System<\/h4>\n      <\/div>\n\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Architecture Overview..<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Cloud Composer Overview.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Cloud Composer: DAGs.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Cloud Composer: Operators for ML9.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Cloud Composer: Scheduling.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Cloud Composer: Triggering Workflows with Cloud Functions.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Cloud Composer: Monitoring and Logging.<\/h5>\n      <\/div>\n\n    <\/div>\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-68603b1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"68603b1\" 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-c0ac4df\" data-id=\"c0ac4df\" 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-5845efe aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"5845efe\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">Study with<br \/>\nGoogle Cloud expert<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88e8ae2 elementor-widget elementor-widget-html\" data-id=\"88e8ae2\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"columns\">\n    <div class=\"column\">\n      <div id=\"trainerInfo\">\n        <p id=\"trainerName\" class=\"text-right blue\"><\/p>\n        <p id=\"trainerPosition\" class=\"text-right blue-2\"><\/p>\n        <p id=\"trainerDescription\" class=\"text-right\"><\/p>\n      <\/div>\n    <\/div>\n    <div class=\"column\">\n      <div class=\"trainerList\">\n            <img\n              id=\"first\" \n              onmouseover=\"showImg('first')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-23@2x-2.png\"\n            \/>\n            <img\n              id=\"second\" \n              onmouseover=\"showImg('second')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-25@2x.png\"\n            \/>\n            <img\n              id=\"third\" \n              onmouseover=\"showImg('third')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-23@2x.png\"\n            \/>\n            <img\n              id=\"fourth\" \n              onmouseover=\"showImg('fourth')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-24@2x-1.png\"\n            \/>\n            <img\n              id=\"fifth\" \n              onmouseover=\"showImg('fifth')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-24@2x.png\"\n            \/>\n            <img\n              id=\"sixth\" \n              onmouseover=\"showImg('sixth')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/07\/Asset-30@9x.png\"\n            \/>\n            <img\n              id=\"seventh\" \n              onmouseover=\"showImg('seventh')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/07\/Asset-32@9x.png\"\n            \/>\n            <img\n              id=\"eighth\" \n              onmouseover=\"showImg('eighth')\"\n              src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/07\/Asset-31@9x.png\"\n            \/>\n        <\/div>\n      <\/div>\n  <\/section>\n  <style>\n    #trainerInfo {\n      -webkit-transition: opacity .5s ease-in-out;\n      -moz-transition: opacity .5s ease-in-out;\n      -ms-transition: opacity .5s ease-in-out;\n      -o-transition: opacity .5s ease-in-out;\n      transition: opacity .5s ease-in-out;\n    }\n    #trainerInfo p {\n      margin: 10px;\n    }\n   \n    #trainerPosition {\n      font-size: 20px;\n      font-weight: 600;\n      font-style: italic;\n    }\n    #trainerDescription {\n      font-size: 20px;\n      color: #7a7a7a;\n    }\n    .blue {\n      color: #005cac;\n    }\n    .blue-2 {\n      color: #4388f5;\n    }\n    .columns {\n      display: flex;\n      flex-flow: row wrap;\n      justify-content: center;\n      margin: 5px 0;\n    }\n    .column {\n      flex: 1;\n   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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-1796a48 elementor-widget elementor-widget-aux_image\" data-id=\"1796a48\" 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-au48e1577c\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-32@2x-1.png\" alt=\"Asset 32@2x\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a6ce40d elementor-widget elementor-widget-aux_image\" data-id=\"a6ce40d\" 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-auc679aa6c\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2-1.png\" alt=\"Asset 2\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-67e1162f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"67e1162f\" 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-ce90278\" data-id=\"ce90278\" 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-1185268 elementor-widget elementor-widget-aux_modern_heading\" data-id=\"1185268\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h4 class=\"aux-modern-heading-primary\">Student feedback<\/h4><div class=\"aux-modern-heading-description\"><p>Cloud Ace Training<br \/>Bringing great experiences to students<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14d82bde elementor-widget elementor-widget-aux_image\" data-id=\"14d82bde\" 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-au6a5bbc6d\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-4-1.png\" alt=\"Asset 4\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38697d83 elementor-widget elementor-widget-wp-widget-custom_html\" data-id=\"38697d83\" data-element_type=\"widget\" data-widget_type=\"wp-widget-custom_html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"textwidget custom-html-widget\"><div class=\"glider\">\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/tuan-anh.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Tr\u1ea7n Tu\u1ea5n Anh<\/h5>\r\n                    <p class=\"postion-student\">IT<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n              After completing the Associate Cloud Engineer course, I knew how to operate and deploy projects on Google Cloud and confidently took the Google Cloud certification exam.\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Anh-hoc-vien-Nguyen-Ngoc-Minh-Thy.jpeg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Nguy\u1ec5n Ng\u1ecdc Minh Thy<\/h5>\r\n                    <p class=\"postion-student\">Data Engineer<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n               After completing the Professional Data Engineer course, I have enough knowledge and confidence to take the Google Cloud certification exam to prepare for my upcoming job.\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/quoc-thang.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Tr\u01b0\u01a1ng Qu\u1ed1c Th\u1eafng<\/h5>\r\n                    <p class=\"postion-student\">Data Engineer<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n         I learned how to choose tools and apply them to businesses to process data effectively through the Professional Data Engineer course.\t\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Anh-Hoc-vien-Pha\u0323m-Van-Hung.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Ph\u1ea1m V\u0103n H\u00f9ng<\/h5>\r\n                    <p class=\"postion-student\">IT<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n         Kh\u00f3a h\u1ecdc r\u1ea5t chi ti\u1ebft v\u00e0 \u0111\u1ea7y \u0111\u1ee7, sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Associate Cloud Engineer, m\u00ecnh r\u1ea5t mu\u1ed1n c\u00f3 c\u01a1 h\u1ed9i h\u1ecdc th\u00eam c\u00e1c kh\u00f3a h\u1ecdc kh\u00e1c \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 Google Cloud\t\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img class=\"icon-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img class=\"img-student\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/minh-phuong.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">D\u01b0\u01a1ng Minh Ph\u01b0\u01a1ng <\/h5>\r\n                    <p class=\"postion-student\">Engineer <\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n               Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Associate Cloud Engineer, m\u00ecnh \u0111\u00e3 hi\u1ec3u r\u00f5 v\u1ec1 Google Cloud v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c gi\u1ea3i ph\u00e1p cho doanh nghi\u1ec7p tri\u1ec3n khai c\u00e1c d\u1ef1 \u00e1n tr\u00ean GCP\t\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n<\/div>\r\n<button aria-label=\"Previous\" class=\"glider-prev\">\r\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"30\" height=\"30\" fill=\"currentColor\" class=\"bi bi-arrow-left\" viewbox=\"0 0 16 16\">\r\n        <path fill-rule=\"evenodd\" d=\"M15 8a.5.5 0 0 0-.5-.5H2.707l3.147-3.146a.5.5 0 1 0-.708-.708l-4 4a.5.5 0 0 0 0 .708l4 4a.5.5 0 0 0 .708-.708L2.707 8.5H14.5A.5.5 0 0 0 15 8z\" \/>\r\n    <\/svg>\r\n<\/button>\r\n<button aria-label=\"Next\" class=\"glider-next\">\r\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"30\" height=\"30\" fill=\"currentColor\" class=\"bi bi-arrow-right\" viewbox=\"0 0 16 16\">\r\n        <path fill-rule=\"evenodd\" d=\"M1 8a.5.5 0 0 1 .5-.5h11.793l-3.147-3.146a.5.5 0 0 1 .708-.708l4 4a.5.5 0 0 1 0 .708l-4 4a.5.5 0 0 1-.708-.708L13.293 8.5H1.5A.5.5 0 0 1 1 8z\" \/>\r\n    <\/svg>\r\n<\/button>\r\n<div role=\"dots\"><\/div>\r\n<script>\r\n  const g = new Glider(document.querySelector(\".glider\"), {\r\n    slidesToShow: 3,\r\n    draggable: true,\r\n    arrows: {\r\n      prev: \".glider-prev\",\r\n      next: \".glider-next\",\r\n    },\r\n responsive: [\r\n    {\r\n      \/\/ screens greater than &gt;= 775px\r\n      breakpoint: 300,\r\n      settings: {\r\n        \/\/ Set to `auto` and provide item width to adjust to viewport\r\n        slidesToShow: 1,\r\n        slidesToScroll: 1,\r\n        itemWidth: 150,\r\n        duration: 0.25\r\n      }\r\n    },{\r\n      \/\/ screens greater than &gt;= 1024px\r\n      breakpoint: 1024,\r\n      settings: {\r\n        slidesToShow: 3,\r\n        slidesToScroll: 1,\r\n        itemWidth: 150,\r\n        duration: 0.25\r\n      }\r\n    }\r\n  ]\r\n  });\r\n<\/script>\r\n<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20c74012 elementor-widget elementor-widget-aux_image\" data-id=\"20c74012\" 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-aufb547402\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-5-1.png\" alt=\"Asset 5\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b9bd8d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b9bd8d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-63acacaf\" data-id=\"63acacaf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-17a15696 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"17a15696\" data-element_type=\"section\" id=\"register-form\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-4b004613\" data-id=\"4b004613\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-152cb665 elementor-widget elementor-widget-aux_modern_heading\" data-id=\"152cb665\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h4 class=\"aux-modern-heading-primary\">REGISTER NOW<\/h4><div class=\"aux-modern-heading-description\"><p>TO BECOME \" GOOGLE CLOUD EXPERT\"<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-5af61fc8 aux-appear-watch-animation aux-scale-down elementor-widget elementor-widget-aux_image\" data-move-in=\"\" data-move-out=\"moveHorizontal\" data-axis-x=\"15\" data-axis-y=\"200\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"5af61fc8\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au0bf2ea12\">\n    <div class=\"aux-media-hint-frame\">\n        <div class=\"aux-media-image\" >\n        \n            \n\n            \n            <img src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-8@2x.png\" alt=\"Asset 8@2x\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1342fca2\" data-id=\"1342fca2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9f54c26 aux-appear-watch-animation aux-fade-in-up-1 elementor-widget elementor-widget-aux_contact_form\" data-id=\"9f54c26\" data-element_type=\"widget\" data-widget_type=\"aux_contact_form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-contact-form aux-parent-aufdd9835f\">            <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\/3313#wpcf7-f340-o1\" method=\"post\" class=\"wpcf7-form init\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/en\/wp-json\/wp\/v2\/pages\/3313#wpcf7-f340-o1\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"340\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"5.6.2\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f340-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/div>\n<p><label> Name<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"fullname\"><input type=\"text\" name=\"fullname\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> Email *<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input type=\"email\" name=\"email\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-email wpcf7-validates-as-required wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> Phone number<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"phone\"><input type=\"tel\" name=\"phone\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-tel wpcf7-validates-as-required wpcf7-validates-as-tel\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> Company<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"company\"><input type=\"text\" name=\"company\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> Position<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"position\"><input type=\"text\" name=\"position\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" \/><\/span> <\/label><\/p>\n<p><label> What course you want to register for ?<br \/>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea name=\"message\" cols=\"40\" rows=\"10\" class=\"wpcf7-form-control wpcf7-textarea\" aria-invalid=\"false\"><\/textarea><\/span> <\/label><\/p>\n<p><span class=\"wpcf7-form-control-wrap postTitle\"><input type=\"hidden\" name=\"postTitle\" value=\"Advanced Machine Learning on Google Cloud\" size=\"40\" class=\"wpcf7-form-control wpcf7dtx-dynamictext wpcf7-dynamichidden\" aria-invalid=\"false\" \/><\/span><\/p>\n<p><input type=\"submit\" value=\"SUBMIT\" class=\"wpcf7-form-control has-spinner wpcf7-submit\" \/><\/p>\n<div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"en\"\/><\/form><\/div>\n\n            <\/div><!-- aux-col-wrapper -->\n    <\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4f7775f1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4f7775f1\" 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-1276c8a5\" data-id=\"1276c8a5\" 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-4938a091 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"4938a091\" 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-6c7fb9cf elementor-widget elementor-widget-toggle\" data-id=\"6c7fb9cf\" 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-1821\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"tab\" aria-controls=\"elementor-tab-content-1821\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">1. After completing the course, can I register for the Google Cloud certification exam at Cloud Ace?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1821\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1821\"><p><img loading=\"lazy\" class=\"size-full wp-image-2036 alignnone\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>Cloud Ace is a Google Cloud training unit, so it does not organize exams and provide Google Cloud certifications. Cloud Ace only supports providing certificates of course completion for students while waiting for the Google Cloud certification exam<\/p><p>In addition, if you want to take the Google Cloud certification exam, Cloud Ace will guide you to register for the Online or Offline exam at the authorized Google Cloud test centers in Vietnam.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1822\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"tab\" aria-controls=\"elementor-tab-content-1822\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">2. After completing the courses, can I take the Google Cloud certification exam right away?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1822\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1822\"><p><img loading=\"lazy\" class=\"size-full wp-image-2036 alignnone\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>Of course, during the learning process, you will constantly be solving quizzes, simulated mock tests that are similar to Google Cloud's actual exam questions. In addition, Cloud Ace also provides Dump questions that are constantly updated with question types, exam questions from Google Cloud to help you have the best preparation for the exam.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1823\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"tab\" aria-controls=\"elementor-tab-content-1823\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">3. After finishing the course, will I be supported by the Trainer to answer my questions?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1823\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1823\"><p><img loading=\"lazy\" class=\"size-full wp-image-2036 alignnone\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>Of course. You will be supported by Cloud Ace during the learning process and even at the end of the course. You can interact with the Trainer via Slack, <a href=\"mailto:training.vn@cloud-ace.com\" aria-label=\"Gmail\">email<\/a> ho\u1eb7c qua <a href=\"https:\/\/www.facebook.com\/groups\/2820924544853938\">Group Google Cloud Plartform User HCM<\/a> \u0111\u1ec3 \u0111\u01b0\u1ee3c c\u00e1c Trainer h\u1ed7 tr\u1ee3 nh\u00e9.<\/p><p>After completing the course, if you have any questions about the knowledge or have difficulties in implementing the project on Google Cloud, you can contact the Trainer for answers.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1824\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"tab\" aria-controls=\"elementor-tab-content-1824\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-angle-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">4. I'm not an IT person, can I learn Google Cloud?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1824\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1824\"><p><img loading=\"lazy\" class=\"size-full wp-image-2036 alignnone\" src=\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-1-2.png\" alt=\"\" width=\"31\" height=\"24\" \/>The Google Cloud course is not only suitable for software engineers or system development engineers, but also suitable for data processing engineers such as Data Analytics, Data Engineer, Data Scientist.<\/p><p>In addition, if you are a Marketer or working in the field of finance, banking, e-commerce, logistics .... constantly faced with big data to solve, then you can refer to the courses <a href=\"http:\/\/training.cloud-ace.vn\/en\/big-data-and-machine-learning-fundamentals\/\">Big Data Machine Learning Fundamental<\/a> or From Data to Insight on Google Cloud Platform courses to refer to simple data processing and create professional reports on Google Cloud.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>T\u1ed5ng quan kho\u00e1 h\u1ecdc Kh\u00f3a h\u1ecdc gi\u00fap b\u1ea1n c\u00f3 th\u1ef1c h\u00e0nh vi\u1ec7c tri\u1ec3n khai, t\u1ed1i \u01b0u v\u00e0 m\u1edf r\u1ed9ng c\u00e1c model ML \u1ee9ng d\u1ee5ng v\u00e0o th\u1ef1c t\u1ebf. B\u1ea1n s\u1ebd h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1ch x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 m\u1edf r\u1ed9ng v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 t\u00ednh \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf cao v\u1edbi [&hellip;]<\/p>","protected":false},"author":2,"featured_media":0,"parent":2081,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.5.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Advanced Machine Learning 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\/advanced-machine-learning-on-google-cloud\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Advanced Machine Learning on Google Cloud - Cloud Ace Training\" \/>\n<meta property=\"og:description\" content=\"T\u1ed5ng quan kho\u00e1 h\u1ecdc Kh\u00f3a h\u1ecdc gi\u00fap b\u1ea1n c\u00f3 th\u1ef1c h\u00e0nh vi\u1ec7c tri\u1ec3n khai, t\u1ed1i \u01b0u v\u00e0 m\u1edf r\u1ed9ng c\u00e1c model ML \u1ee9ng d\u1ee5ng v\u00e0o th\u1ef1c t\u1ebf. 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