{"id":470,"date":"2023-08-07T20:47:14","date_gmt":"2023-08-07T18:47:14","guid":{"rendered":"https:\/\/www.jussimetso.com\/?p=470"},"modified":"2023-08-31T21:07:53","modified_gmt":"2023-08-31T19:07:53","slug":"microsoft-cloud-skills-machine-learning-challenge","status":"publish","type":"post","link":"https:\/\/www.jussimetso.com\/index.php\/2023\/08\/07\/microsoft-cloud-skills-machine-learning-challenge\/","title":{"rendered":"Microsoft Cloud Skills: Machine Learning Challenge"},"content":{"rendered":"<div id=\"bsf_rt_marker\"><\/div>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"470\" class=\"elementor elementor-470\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ffb5d8d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ffb5d8d\" data-element_type=\"section\" data-e-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-2b63a19\" data-id=\"2b63a19\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-01e5ba9 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"01e5ba9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;,&quot;h5&quot;],&quot;exclude_headings_by_selector&quot;:[],&quot;marker_view&quot;:&quot;numbers&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\tTable of Contents\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__01e5ba9\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__01e5ba9\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__01e5ba9\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6642d3 elementor-widget elementor-widget-heading\" data-id=\"f6642d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Machine Learning Challenge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f777dfc elementor-widget elementor-widget-text-editor\" data-id=\"f777dfc\" data-element_type=\"widget\" data-e-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\t\t<p>Machine learning is at the core of artificial intelligence, and many modern services depend on predictive machine learning models. Learn how to use Azure Machine Learning to create and publish models without writing code. You&#8217;ll also explore the various developer tools you can use to interact with the workspace.<\/p><p>I participated to the learning challenge in mid summer but I wanted to create this post so IF I don&#8217;t manage to get this done before August 14 2023 (because I&#8217;m on vacation)\u00a0 I can always return to it and of course everyone else can use this too to learn.<\/p><p>I don&#8217;t know if Microsoft are going to leave this challenge as is.\u00a0<\/p><p>Link to the Machine learning challenge <span style=\"text-decoration: underline;\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/users\/cloudskillschallenge\/collections\/zkgzhgdd5613?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\" rel=\"noopener\">is<\/a><\/span>\u00a0 (opens to the new tab).<\/p><p><strong>NOTE. Every image in this post is created with AI service.<\/strong><\/p><p><strong>\u00a0<\/strong><\/p><p><strong>** UPDATE Aug 14th, 2023:<\/strong><\/p><p><strong>I completed the challenge.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea31d10 elementor-widget elementor-widget-image\" data-id=\"ea31d10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"466\" src=\"https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/mslearn_aichallenge_082023.png?fit=640%2C466&amp;ssl=1\" class=\"attachment-large size-large wp-image-545\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/mslearn_aichallenge_082023.png?w=1207&amp;ssl=1 1207w, https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/mslearn_aichallenge_082023.png?resize=300%2C218&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/mslearn_aichallenge_082023.png?resize=1024%2C746&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/mslearn_aichallenge_082023.png?resize=768%2C559&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/mslearn_aichallenge_082023.png?resize=850%2C619&amp;ssl=1 850w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2aaee9e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2aaee9e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e2722e elementor-widget elementor-widget-heading\" data-id=\"4e2722e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Modules for this challenge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d10900 elementor-widget elementor-widget-text-editor\" data-id=\"2d10900\" data-element_type=\"widget\" data-e-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\t\t<p>There are 13 modules in this challenge. Read and learn. Some of those modules prepares you for the <span style=\"text-decoration: underline;\"><a href=\"https:\/\/learn.microsoft.com\/certifications\/exams\/ai-900\/\" target=\"_blank\" rel=\"noopener\">Microsoft Azure AI Fundamentals certification exam.<\/a><\/span><\/p><p>NOTE. Headers include the links to the topics.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4259001 elementor-widget elementor-widget-heading\" data-id=\"4259001\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/get-started-ai-fundamentals\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Get started with AI on Azure<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d337621 elementor-widget elementor-widget-text-editor\" data-id=\"d337621\" data-element_type=\"widget\" data-e-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\t\t<p>With AI, we can build solutions that seemed like science fiction a short time ago; enabling incredible advances in health care, financial management, environmental protection, and other areas to make a better world for everyone.<\/p><p>In this module, you&#8217;ll learn about the kinds of solution AI can make possible and considerations for responsible AI practices.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-495f4fe elementor-widget elementor-widget-heading\" data-id=\"495f4fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/introduction-to-github-copilot\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Introduction to GitHub Copilot<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78c59d9 elementor-widget elementor-widget-text-editor\" data-id=\"78c59d9\" data-element_type=\"widget\" data-e-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\t\t<p>GitHub Copilot uses the OpenAI Codex to suggest code and entire functions in real-time, right from your editor.<\/p><p>In this module, you will:<\/p><ul><li>Understand how GitHub Copilot can help you code by offering autocomplete-style suggestions<\/li><li>Enable GitHub Copilot for Business for your enterprise<\/li><li>Learn how to configure GitHub Copilot<\/li><li>Troubleshoot GitHub Copilot<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86e9dc6 elementor-widget elementor-widget-heading\" data-id=\"86e9dc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/introduction-to-machine-learning\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73&#038;ns-enrollment-type=Collection&#038;ns-enrollment-id=zkgzhgdd5613\" target=\"_blank\">Introduction to machine learning<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb72055 elementor-widget elementor-widget-text-editor\" data-id=\"cb72055\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>A high-level overview of machine learning for people with little or no knowledge of computer science and statistics. You\u2019ll be introduced to some essential concepts, explore data, and interactively go through the machine learning life-cycle &#8211; using Python to train, save, and use a machine learning model like we would in the real world.<\/p><p>In this module, you will:<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><ul><li>Explore how machine learning differs from traditional software<\/li><li>Create and test a machine learning model<\/li><li>Load a model and use it with new data<\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f9bcda elementor-widget elementor-widget-heading\" data-id=\"1f9bcda\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/use-automated-machine-learning\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73&#038;ns-enrollment-type=Collection&#038;ns-enrollment-id=zkgzhgdd5613\" target=\"_blank\">Use Automated Machine Learning in Azure Machine Learning<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a99a364 elementor-widget elementor-widget-text-editor\" data-id=\"a99a364\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>Training a machine learning model is an iterative process that requires time and compute resources. Automated machine learning can help make it easier.<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><p>Learn how to use the automated machine learning user interface in Azure Machine Learning<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2119491 elementor-widget elementor-widget-heading\" data-id=\"2119491\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/create-regression-model-azure-machine-learning-designer\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Create a regression model with Azure Machine Learning designer<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd00b7d elementor-widget elementor-widget-text-editor\" data-id=\"dd00b7d\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>Regression is a supervised machine learning technique used to predict numeric values. Learn how to create regression models using Azure Machine Learning designer.<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><p>Learn how to train and publish a regression model with Azure Machine Learning designer.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b63106c elementor-widget elementor-widget-heading\" data-id=\"b63106c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/create-classification-model-azure-machine-learning-designer\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Create a classification model with Azure Machine Learning designer<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fa1228 elementor-widget elementor-widget-text-editor\" data-id=\"2fa1228\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>Classification is a supervised machine learning technique used to predict categories or\u00a0<em>classes<\/em>. Learn how to create classification models using Azure Machine Learning designer.<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><p>Train and publish a classification model with Azure Machine Learning designer.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2936673 elementor-widget elementor-widget-heading\" data-id=\"2936673\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/create-clustering-model-azure-machine-learning-designer\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Create a clustering model with Azure Machine Learning designer<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a101a8 elementor-widget elementor-widget-text-editor\" data-id=\"0a101a8\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>Clustering is an unsupervised machine learning technique used to group similar entities based on their features. Learn how to create clustering models using Azure Machine Learning designer.<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><p>Train and publish a clustering model with Azure Machine Learning designer.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98743a9 elementor-widget elementor-widget-heading\" data-id=\"98743a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/explore-analyze-data-with-python\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Explore and analyze data with Python<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e9a45d elementor-widget elementor-widget-text-editor\" data-id=\"5e9a45d\" data-element_type=\"widget\" data-e-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\t\t<p>Data exploration and analysis is at the core of data science. Data scientists require skills in programming languages like Python to explore, visualize, and manipulate data.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01f6eb7 elementor-widget elementor-widget-heading\" data-id=\"01f6eb7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/train-evaluate-regression-models\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Train and evaluate regression models<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bd890c elementor-widget elementor-widget-text-editor\" data-id=\"2bd890c\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>Regression is a commonly used kind of machine learning for predicting numeric values.<\/p><p>In this module, you&#8217;ll learn:<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><ul><li>When to use regression models.<\/li><li>How to train and evaluate regression models using the Scikit-Learn framework.<\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08a3731 elementor-widget elementor-widget-heading\" data-id=\"08a3731\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/train-evaluate-classification-models\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73&#038;ns-enrollment-type=Collection&#038;ns-enrollment-id=zkgzhgdd5613\" target=\"_blank\">Train and evaluate classification models<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73914ff elementor-widget elementor-widget-text-editor\" data-id=\"73914ff\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>Classification is a kind of machine learning used to categorize items into classes.<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><p>In this module, you&#8217;ll learn:<\/p><ul><li>When to use classification<\/li><li>How to train and evaluate a classification model using the Scikit-Learn framework<\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-207dd66 elementor-widget elementor-widget-heading\" data-id=\"207dd66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/train-evaluate-cluster-models\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Train and evaluate clustering models<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f765ff elementor-widget elementor-widget-text-editor\" data-id=\"0f765ff\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>Clustering is a kind of machine learning that is used to group similar items into clusters.<\/p><p>In this module, you&#8217;ll learn:<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><ul><li>When to use clustering<\/li><li>How to train and evaluate a clustering model using the scikit-learn framework<\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bde333c elementor-widget elementor-widget-heading\" data-id=\"bde333c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/train-evaluate-deep-learn-models\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Train and evaluate deep learning models<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5112dbf elementor-widget elementor-widget-text-editor\" data-id=\"5112dbf\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>Deep learning is an advanced form of machine learning that emulates the way the human brain learns through networks of connected neurons.<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><p>In this module, you will learn:<\/p><ul><li>Basic principles of deep learning<\/li><li>How to train a deep neural network (DNN) using PyTorch or Tensorflow<\/li><li>How to train a convolutional neural network (CNN) using PyTorch or Tensorflow<\/li><li>How to use transfer learning to train a convolutional neural network (CNN) with PyTorch or Tensorflow<\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b221304 elementor-widget elementor-widget-heading\" data-id=\"b221304\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\"><a href=\"https:\/\/learn.microsoft.com\/fi-fi\/training\/modules\/test-machine-learning-models\/?WT.mc_id=cloudskillschallenge_9fdc6c5c-ea5e-46e4-97d6-2cbfa3603a73\" target=\"_blank\">Refine and test machine learning models<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b40a1f elementor-widget elementor-widget-text-editor\" data-id=\"1b40a1f\" data-element_type=\"widget\" data-e-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\t\t<div class=\"learn-summary content font-size-md margin-top-xxs\"><p>When we think of machine learning, we often focus on the training process. A small amount of preparation before this process can not only speed up and improve learning, but also give us some confidence about how well our models will work when faced with data we have never seen before.<\/p><\/div><div class=\"abstract content font-size-sm margin-block-xs\"><p>In this module, you will:<\/p><ul><li>Define feature scaling.<\/li><li>Create and work with test datasets.<\/li><li>Articulate how testing models can both improve and harm training.<\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71b3da5 elementor-widget elementor-widget-heading\" data-id=\"71b3da5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Final words<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1632225 elementor-widget elementor-widget-text-editor\" data-id=\"1632225\" data-element_type=\"widget\" data-e-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\t\t<p>I think it&#8217;s good that Microsoft creates these challenges with (or without) prizes because it encourages people to learn.<\/p><p><strong>Learning is the key for <span style=\"text-decoration: underline;\">your<\/span> future<\/strong>.<\/p><p>In IT business you have to learn something everyday so you don&#8217;t fall by the wayside (in finnish pudota kelkasta) or something like that.\u00a0<\/p><p>And remember these are FREE.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8cee685 elementor-widget elementor-widget-image\" data-id=\"8cee685\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"306\" src=\"https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/dall-e_made_smaller.png?fit=640%2C306&amp;ssl=1\" class=\"attachment-large size-large wp-image-478\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/dall-e_made_smaller.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/dall-e_made_smaller.png?resize=300%2C143&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/dall-e_made_smaller.png?resize=768%2C367&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/dall-e_made_smaller.png?resize=850%2C406&amp;ssl=1 850w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Image was made with DALL-E and post-edit with Adobe Photoshop Generative Fill.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76b41c9 elementor-author-box--avatar-yes elementor-author-box--name-yes elementor-author-box--biography-yes elementor-author-box--link-no elementor-widget elementor-widget-author-box\" data-id=\"76b41c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<div  class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/secure.gravatar.com\/avatar\/f9b7dd236d1a48254723d8ff5d1d0c187953327c606be0a676e8f0f6432e226a?s=300&#038;r=g\" alt=\"Picture of Jussi Metso\" loading=\"lazy\">\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<h6 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tJussi Metso\t\t\t\t\t\t<\/h6>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\tAuthor is a a lifelong IT enthusiast, Microsoft Security MVP and interested in Cloud Security, XDR, SIEM and AI. \r\nMotto: Learning is the key for your future.\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5f72dd5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5f72dd5\" data-element_type=\"section\" data-e-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-fddf287\" data-id=\"fddf287\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-9e6279e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9e6279e\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-81a8171\" data-id=\"81a8171\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-dd02988\" data-id=\"dd02988\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Table of Contents Machine Learning Challenge Machine learning is at the core of artificial intelligence,&#8230;<\/p>\n","protected":false},"author":2,"featured_media":471,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[27],"tags":[],"class_list":["post-470","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.jussimetso.com\/wp-content\/uploads\/2023\/08\/dalle-e_made_machine_learning.jpg?fit=1024%2C1024&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/pes24X-7A","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/posts\/470","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/comments?post=470"}],"version-history":[{"count":0,"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/posts\/470\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/media\/471"}],"wp:attachment":[{"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/media?parent=470"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/categories?post=470"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.jussimetso.com\/index.php\/wp-json\/wp\/v2\/tags?post=470"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}