{"id":170418,"date":"2023-09-10T13:57:34","date_gmt":"2023-09-10T12:57:34","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=170418"},"modified":"2023-09-10T13:59:23","modified_gmt":"2023-09-10T12:59:23","slug":"azure-course-master-azure-cloud-with-our-comprehensive-course","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/azure-course-master-azure-cloud-with-our-comprehensive-course","title":{"rendered":"Azure Course: Master Azure Cloud with Our Comprehensive Course"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"170418\" class=\"elementor elementor-170418\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-14daa614 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"14daa614\" 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<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1a5e5d6d\" data-id=\"1a5e5d6d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c373ea4 elementor-widget elementor-widget-heading\" data-id=\"1c373ea4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Azure Course: Azure Machine Learning is a web service for creating and deploying machine learning (ML) models for data science teams. It enables the creation, testing, management, deployment, or monitoring of these models in a scalable cloud environment, allowing for big data analysis and predictive analytics.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\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-371e018 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"371e018\" 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<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-664b1c6f\" data-id=\"664b1c6f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-47c71a31 elementor-widget elementor-widget-heading\" data-id=\"47c71a31\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Objectives of a Microsoft Azure Course:<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44faa7bd elementor-widget elementor-widget-text-editor\" data-id=\"44faa7bd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>When it comes to creating, training, and deploying Machine Learning models, the tools typically used include:<\/p><p><strong>1. Azure Machine Learning Studio:<\/strong> This is a workspace where you create, build, and train machine learning models.<\/p><p><strong>2. Azure Machine Learning for Visual Studio Code Extension:<\/strong> It&#8217;s a free extension that allows you to manage resources, model training workflows, and deployments within Visual Studio Code.<\/p><p>During practical exercises, an <a href=\"https:\/\/datascientest.com\/en\/what-you-didnt-know-about-azure-databricks\">Azure Machine Learning training<\/a> aims to enable the student to:<\/p><ul><li>Get hands-on experience with the Azure Machine Learning service interface.<\/li><li>Choose the appropriate algorithm and variables for solving specific problems.<\/li><li>Master programming languages commonly used to optimize Azure Machine Learning (such as R and Python)<\/li><li>Gain practical experience with a dedicated web service for machine learning.<\/li><\/ul><p>By the end of the training, students should be proficient in using Azure Machine Learning to create, train, and deploy machine learning models effectively.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1369dbc5 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"1369dbc5\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Azure course<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\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-81bbab8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"81bbab8\" 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<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-243b90c6\" data-id=\"243b90c6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-63820e66 elementor-widget elementor-widget-heading\" data-id=\"63820e66\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Azure Course: Prerequisites for training in Azure Machine Learning <\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ce36b6c elementor-widget elementor-widget-text-editor\" data-id=\"1ce36b6c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Before starting an Azure Machine Learning training, it is important to have some fundamentals:<\/p><p>1. Understanding of Machine Learning concepts.<br \/>2. Knowledge of Cloud Computing concepts.<br \/>3. General understanding of containers and orchestration.<br \/>4. Programming experience in <a href=\"https:\/\/datascientest.com\/en\/machine-learning-python-where-to-start\">Python or R.<\/a><br \/>5. Experience working with a command line.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\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-2ba2fe4f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2ba2fe4f\" 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<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7431ed04\" data-id=\"7431ed04\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5fa0be67 elementor-widget elementor-widget-heading\" data-id=\"5fa0be67\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Main targets of Azure Machine Learning training<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70e9c6f6 elementor-widget elementor-widget-text-editor\" data-id=\"70e9c6f6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>An<strong> Azure Course<\/strong> is designed for engineers who want to use Microsoft Azure&#8217;s &#8220;drag-and-drop&#8221; platform to deploy machine learning workloads without the need to purchase software and hardware or worry about maintenance and deployment. In other words, it is intended for:<\/p><ul><li><strong>Data Scientists<\/strong><\/li><li><a href=\"https:\/\/datascientest.com\/en\/average-data-engineer-salary-in-toronto\"><strong>Data Engineers<\/strong><\/a><\/li><li><strong>DevOps Engineers<\/strong> interested in deploying machine learning models interested in deploying machine learning models<\/li><li><strong>Software Engineers<\/strong> looking to automate the integration and deployment of machine learning capabilities within their applications<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\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-2709e204 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2709e204\" 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<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4ed654a8\" data-id=\"4ed654a8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7f7efd72 elementor-widget elementor-widget-heading\" data-id=\"7f7efd72\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Content of an Azure Machine Learning training course<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-414a26cf elementor-widget elementor-widget-text-editor\" data-id=\"414a26cf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400; color: #000000;\">An Azure Machine Learning course primarily focuses on getting hands-on experience with the workflow on this cloud service. Therefore, similar to running a workflow on the Azure Machine Learning service, it consists of three steps:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67e0528d elementor-widget elementor-widget-heading\" data-id=\"67e0528d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">1. Preparing the data<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7dc571bd elementor-widget elementor-widget-text-editor\" data-id=\"7dc571bd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>This is the first step in creating a machine learning model, which involves collecting and processing data from a Datastore and Datasets.<\/p><p>Here are some examples of supported Azure storage services that can be registered as datastores:<\/p><ul><li>Azure Data Lake<\/li><li>Azure SQL Database<br \/>&#8211; Databricks File System<br \/>&#8211; Azure Blob Storage<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a6440a3 elementor-widget elementor-widget-heading\" data-id=\"1a6440a3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">2. Experiments<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54bd693b elementor-widget elementor-widget-text-editor\" data-id=\"54bd693b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Once the data is registered and stored in the <strong>dataset,<\/strong> the next step is to create, train, and test the model.<\/p><p>The model is a piece of code that takes inputs and produces outputs for those inputs. <strong>Developing an ML model<\/strong> involves selecting an algorithm, having data, and tuning hyperparameters.<\/p><p>Training involves an iterative process that provides a trained model inheriting what it has learned during the training process. The model is obtained by <strong>running it in Azure Machine Learning.<\/strong><\/p><p>Of course, you also need a compute resource where you run the training script. Azure Machine Learning has the advantage of allowing machine learning to be done on different compute targets:<\/p><ul><li>Local Compute: the compute context where the experiment submission code runs.<\/li><li>Compute Cluster: a virtual cluster managed by Azure Machine Learning.<\/li><li>Inference Cluster: a deployment target based on containers.<\/li><li>Attached Compute: Azure Databricks, Azure Data Analytics, etc.<\/li><\/ul><p>\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56990eef elementor-widget elementor-widget-heading\" data-id=\"56990eef\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">3. Deployment<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d14cabf elementor-widget elementor-widget-text-editor\" data-id=\"5d14cabf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Once the model is trained and tested, it&#8217;s stored in the Model Registry and then deployed to a Web service or IoT modules. The registered model is deployed as a service endpoint. It <strong>instantiates the image<\/strong> into a web service that is then hosted in the cloud or within an IoT module for use in an embedded device deployment.<\/p><p>At the end of the training, students will be able to:<\/p><ul><li>Write highly accurate Machine Learning models using Python or R programming tools.<\/li><li>Leverage datasets and algorithms available on Azure ML to train and track Machine Learning and Deep Learning models.<\/li><li>Use the interactive Azure Machine Learning workspace to collaboratively develop machine learning models.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1cbaeadc elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"1cbaeadc\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover our courses<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Azure Course: Azure Machine Learning is a web service for creating and deploying machine learning (ML) models for data science teams. It enables the creation, testing, management, deployment, or monitoring of these models in a scalable cloud environment, allowing for big data analysis and predictive analytics. Objectives of a Microsoft Azure Course: When it comes [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":170420,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[1417],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Azure Course: Master Azure Cloud with Our Comprehensive Course<\/title>\n<meta name=\"description\" content=\"Unlock the full potential of Azure Cloud with our expert-led Azure Course. 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