{"id":5319,"date":"2022-09-23T12:39:23","date_gmt":"2022-09-23T12:39:23","guid":{"rendered":"https:\/\/www.cloudmetrik.com\/?page_id=5319"},"modified":"2022-09-26T14:55:37","modified_gmt":"2022-09-26T14:55:37","slug":"the-machine-learning-pipeline-on-aws","status":"publish","type":"page","link":"https:\/\/www.cloudmetrik.com\/tr\/aws-trainings\/the-machine-learning-pipeline-on-aws\/","title":{"rendered":"The Machine Learning Pipeline on AWS"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background hundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-bottom-medium:160px;--awb-margin-bottom-small:145px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_2_3 2_3 fusion-flex-column fusion-animated\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:2.56%;--awb-spacing-left-medium:2.56%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-animationtype=\"fadeInDown\" data-animationduration=\"1.3\" data-animationoffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1 fusion-text-no-margin\" style=\"--awb-content-alignment:center;--awb-font-size:19px;--awb-text-transform:none;--awb-text-color:var(--awb-color5);--awb-margin-bottom:5px;\"><p>AWS Speciality Level,\u00a0 Duration: 5 Days,\u00a0 Online or On-Site<\/p>\n<\/div><div class=\"fusion-title title fusion-title-1 fusion-no-small-visibility fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:70px;\"><h1 class=\"fusion-title-heading title-heading-center\" style=\"margin:0;\">The Machine Learning Pipeline on AWS<\/h1><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:60px;--awb-padding-bottom:60px;--awb-background-color:var(--awb-color5);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color1);\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Why Study This Course<\/h2><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-font-size:18px;--awb-text-transform:none;--awb-text-color:var(--awb-color1);\"><p>Learn how to use the machine learning (ML) pipeline with Amazon SageMaker with hands-on exercises and four days of instruction. You will learn how to frame your business problems as ML problems and use Amazon SageMaker to train, evaluate, tune, and deploy ML models. Hands-on learning is a key component of this course, so you\u2019ll choose a project to work on, and then apply the knowledge and skills you learn to your chosen project in each phase of the pipeline. You\u2019ll have a choice of projects: fraud detection, recommendation engines, or flight delays.<\/p>\n<p>This intermediate-level course is delivered through a mix of instructor-led training (ILT), hands-on labs, demonstrations, and group exercises.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-max-width:480px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"640\" height=\"640\" alt=\"AWS-trainings\" title=\"AWS-trainings\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27640%27%20height%3D%27640%27%20viewBox%3D%270%200%20640%20640%27%3E%3Crect%20width%3D%27640%27%20height%3D%27640%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.cloudmetrik.com\/wp-content\/uploads\/2021\/11\/service-04.jpg\" class=\"lazyload img-responsive wp-image-1907\"\/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:40px;--awb-background-color:var(--awb-color2);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">What you will learn<\/h3><\/div><div class=\"fusion-text fusion-text-3\" style=\"--awb-text-transform:none;\"><p>This course explores how to use the machine learning (ML) pipeline to solve a real business problem in a project-based learning environment. Students will learn about each phase of the pipeline from instructor presentations and demonstrations and then apply that knowledge to complete a project solving one of three business problems: fraud detection, recommendation engines, or flight delays. By the end of the course, students will have successfully built, trained, evaluated, tuned, and deployed an ML model using Amazon SageMaker that solves their selected business problem.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Course Objectives<\/h3><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-text-transform:none;\"><p>This course is designed to teach you how to:<\/p>\n<ul>\n<li>Select an appropriate ML approach for a business problem<\/li>\n<li>How to use the ML pipeline to solve a specific business problem<\/li>\n<li>How to train, evaluate, deploy, and tune an ML model in Amazon SageMaker<\/li>\n<li>The best practices for designing scalable, cost-optimised, and secure ML pipelines in AWS<\/li>\n<li>How to apply ML to a real-life problem in your business<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Target Audience<\/h3><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-text-transform:none;\"><p>This course is intended for:<\/p>\n<ul>\n<li>Developers<\/li>\n<li>Solutions Architects<\/li>\n<li>Data Engineers<\/li>\n<li>Anyone who wants to learn about the ML pipeline via Amazon SageMaker, even if you have little to no experience with machine learning.<\/li>\n<\/ul>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Prerequisites<\/h3><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-text-transform:none;\"><p>We recommend that attendees of this course have:<\/p>\n<ul>\n<li>Basic knowledge of Python<\/li>\n<li>Basic understanding of AWS Cloud infrastructure (Amazon S3 and Amazon CloudWatch)<\/li>\n<li>Basic understanding of working in a Jupyter notebook environment<\/li>\n<\/ul>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_5 1_5 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:20%;--awb-margin-top-large:0px;--awb-spacing-right-large:9.6%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:9.6%;--awb-width-medium:20%;--awb-order-medium:0;--awb-spacing-right-medium:9.6%;--awb-spacing-left-medium:9.6%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-1 fb-icon-element fontawesome-icon fa-file-signature fas circle-yes fusion-text-flow\" style=\"--awb-circlecolor:var(--awb-color4);--awb-circlecolor-hover:var(--awb-color5);--awb-circlebordersize:1px;--awb-font-size:42.24px;--awb-width:84.48px;--awb-height:84.48px;--awb-line-height:82.48px;--awb-margin-right:24px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_4_5 4_5 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:80%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.4%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.4%;--awb-width-medium:80%;--awb-order-medium:0;--awb-spacing-right-medium:2.4%;--awb-spacing-left-medium:2.4%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color4);\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Shareable Certificate<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-text-transform:none;\"><p>Earn a Cerfiticate upon completion<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-2 fusion_builder_column_inner_1_5 1_5 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:20%;--awb-margin-top-large:0px;--awb-spacing-right-large:9.6%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:9.6%;--awb-width-medium:20%;--awb-order-medium:0;--awb-spacing-right-medium:9.6%;--awb-spacing-left-medium:9.6%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-2 fb-icon-element fontawesome-icon fa-comments fas circle-yes fusion-text-flow\" style=\"--awb-circlecolor:var(--awb-color4);--awb-circlecolor-hover:var(--awb-color5);--awb-circlebordersize:1px;--awb-font-size:42.24px;--awb-width:84.48px;--awb-height:84.48px;--awb-line-height:82.48px;--awb-margin-right:24px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-3 fusion_builder_column_inner_4_5 4_5 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:80%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.4%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.4%;--awb-width-medium:80%;--awb-order-medium:0;--awb-spacing-right-medium:2.4%;--awb-spacing-left-medium:2.4%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color4);\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>On Demand, Live Online, Face to Face<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-text-transform:none;\"><p>Start instantly and learn at your own schedule<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-4 fusion_builder_column_inner_1_5 1_5 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:20%;--awb-margin-top-large:0px;--awb-spacing-right-large:9.6%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:9.6%;--awb-width-medium:20%;--awb-order-medium:0;--awb-spacing-right-medium:9.6%;--awb-spacing-left-medium:9.6%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-3 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-yes fusion-text-flow\" style=\"--awb-circlecolor:var(--awb-color4);--awb-circlecolor-hover:var(--awb-color5);--awb-circlebordersize:1px;--awb-font-size:42.24px;--awb-width:84.48px;--awb-height:84.48px;--awb-line-height:82.48px;--awb-margin-right:24px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-5 fusion_builder_column_inner_4_5 4_5 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:80%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.4%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.4%;--awb-width-medium:80%;--awb-order-medium:0;--awb-spacing-right-medium:2.4%;--awb-spacing-left-medium:2.4%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color4);\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Flexible Schedule<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-text-transform:none;\"><p>Set and maintain flexible deadlines<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-6 fusion_builder_column_inner_1_5 1_5 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:20%;--awb-margin-top-large:0px;--awb-spacing-right-large:9.6%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:9.6%;--awb-width-medium:20%;--awb-order-medium:0;--awb-spacing-right-medium:9.6%;--awb-spacing-left-medium:9.6%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-4 fb-icon-element fontawesome-icon fa-star-of-life fas circle-yes fusion-text-flow\" style=\"--awb-circlecolor:var(--awb-color4);--awb-circlecolor-hover:var(--awb-color5);--awb-circlebordersize:1px;--awb-font-size:42.24px;--awb-width:84.48px;--awb-height:84.48px;--awb-line-height:82.48px;--awb-margin-right:24px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-7 fusion_builder_column_inner_4_5 4_5 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:80%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.4%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.4%;--awb-width-medium:80%;--awb-order-medium:0;--awb-spacing-right-medium:2.4%;--awb-spacing-left-medium:2.4%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color4);\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Speciality Level<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-10\" style=\"--awb-text-transform:none;\"><p>For those with working experience or likely to have completed foundation level training<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-8 fusion_builder_column_inner_1_5 1_5 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:20%;--awb-margin-top-large:0px;--awb-spacing-right-large:9.6%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:9.6%;--awb-width-medium:20%;--awb-order-medium:0;--awb-spacing-right-medium:9.6%;--awb-spacing-left-medium:9.6%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-5 fb-icon-element fontawesome-icon fa-globe fas circle-yes fusion-text-flow\" style=\"--awb-circlecolor:var(--awb-color4);--awb-circlecolor-hover:var(--awb-color5);--awb-circlebordersize:1px;--awb-font-size:42.24px;--awb-width:84.48px;--awb-height:84.48px;--awb-line-height:82.48px;--awb-margin-right:24px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-9 fusion_builder_column_inner_4_5 4_5 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:80%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.4%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.4%;--awb-width-medium:80%;--awb-order-medium:0;--awb-spacing-right-medium:2.4%;--awb-spacing-left-medium:2.4%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color4);\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>English<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-11\" style=\"--awb-text-transform:none;\"><p>English<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right:7vw;--awb-padding-left:7vw;--awb-padding-right-medium:25px;--awb-padding-left-medium:25px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-margin-top:40px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-content-wrap\" style=\"max-width:calc( 1200px + 0px );margin-left: calc(-0px \/ 2 );margin-right: calc(-0px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-animated\" style=\"--awb-padding-top:10px;--awb-padding-right:10px;--awb-padding-bottom:10px;--awb-padding-left:10px;--awb-padding-left-medium:70px;--awb-padding-left-small:30px;--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:0px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:100%;--awb-order-medium:1;--awb-spacing-right-medium:0px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:1;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\" data-animationtype=\"fadeInLeft\" data-animationduration=\"0.8\" data-animationoffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-liftup-border-radius:0px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><div class=\"awb-image-frame awb-image-frame-2 imageframe-liftup\"><span class=\"fusion-imageframe imageframe-none imageframe-2\"><a class=\"fusion-no-lightbox\" href=\"\/tr\/contact\/\" target=\"_blank\" aria-label=\"Cloudmetrik Schedule a Call\" rel=\"noopener noreferrer\"><img decoding=\"async\" width=\"800\" height=\"600\" alt=\"Cloudmetrik Schedule a Call\" src=\"https:\/\/www.cloudmetrik.com\/wp-content\/uploads\/2022\/01\/austin-distel-wawEfYdpkag-unsplash-1.jpg\" data-orig-src=\"https:\/\/www.cloudmetrik.com\/wp-content\/uploads\/2022\/01\/austin-distel-wawEfYdpkag-unsplash-1-800x600.jpg\" class=\"lazyload img-responsive wp-image-4233\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271920%27%20height%3D%271440%27%20viewBox%3D%270%200%201920%201440%27%3E%3Crect%20width%3D%271920%27%20height%3D%271440%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.cloudmetrik.com\/wp-content\/uploads\/2022\/01\/austin-distel-wawEfYdpkag-unsplash-1-200x150.jpg 200w, https:\/\/www.cloudmetrik.com\/wp-content\/uploads\/2022\/01\/austin-distel-wawEfYdpkag-unsplash-1-400x300.jpg 400w, https:\/\/www.cloudmetrik.com\/wp-content\/uploads\/2022\/01\/austin-distel-wawEfYdpkag-unsplash-1-600x450.jpg 600w, https:\/\/www.cloudmetrik.com\/wp-content\/uploads\/2022\/01\/austin-distel-wawEfYdpkag-unsplash-1-800x600.jpg 800w, https:\/\/www.cloudmetrik.com\/wp-content\/uploads\/2022\/01\/austin-distel-wawEfYdpkag-unsplash-1-1200x900.jpg 1200w, https:\/\/www.cloudmetrik.com\/wp-content\/uploads\/2022\/01\/austin-distel-wawEfYdpkag-unsplash-1.jpg 1920w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-animated\" style=\"--awb-padding-top-medium:0px;--awb-padding-right-medium:12vw;--awb-padding-bottom-medium:0px;--awb-padding-left-medium:12vw;--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:0px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:0px;--awb-margin-bottom-medium:30px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:0px;--awb-margin-bottom-small:50px;--awb-spacing-left-small:0px;\" data-animationtype=\"fadeInUp\" data-animationduration=\"1.3\" data-animationoffset=\"top-into-view\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-12 md-text-align-center\" style=\"--awb-font-size:23px;--awb-text-transform:none;--awb-text-color:var(--awb-color5);\"><p>Get in touch for free high-level skill assessment for your team<\/p>\n<\/div><div class=\"fusion-title title fusion-title-12 fusion-no-small-visibility fusion-no-medium-visibility fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:0px;--awb-margin-bottom:35px;--awb-font-size:32px;\"><h3 class=\"fusion-title-heading title-heading-left md-text-align-center\" style=\"margin:0;font-size:1em;\"><strong>Do you have questions about which training is right for you, or your team?<\/strong><\/h3><\/div><div class=\"fusion-text fusion-text-13 md-text-align-center\" style=\"--awb-text-transform:none;\"><p><strong>Fill out our contact form<\/strong> and one of our <strong>experienced Account Managers<\/strong> will contact you for a <strong>high-level skills assessment<\/strong> and discuss AWS training programs.<\/p>\n<\/div><div class=\"md-text-align-center\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-1 fusion-button-default-span 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\u2192<\/span><\/a><\/div><\/div><\/div><\/div><\/div>\n<\/p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":4,"featured_media":0,"parent":23,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"content-type":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-5319","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>The Machine Learning Pipeline on AWS - CloudMetrik<\/title>\n<meta name=\"description\" content=\"This course explores how to use the machine learning (ML) pipeline to solve a real business problem in a project-based learning environment.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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