{"id":38133,"date":"2024-02-20T09:42:52","date_gmt":"2024-02-20T09:42:52","guid":{"rendered":"https:\/\/ctraining.co.il\/?post_type=course&#038;p=38133"},"modified":"2025-06-26T09:04:31","modified_gmt":"2025-06-26T09:04:31","slug":"implementing-a-machine-learning-solution-with-azure-databricks-course","status":"publish","type":"course","link":"https:\/\/ctraining.co.il\/en\/course\/implementing-a-machine-learning-solution-with-azure-databricks-course\/","title":{"rendered":"Implementing a Machine Learning solution with Azure Databricks Course"},"content":{"rendered":"<h2 style=\"text-align: left;\">About this course<\/h2>\n<p dir=\"ltr\">Azure Databricks is a cloud-scale platform for data analytics and machine learning. Data scientists and machine learning engineers can use Azure Databricks to implement machine learning solutions at scale.<\/p>\n<h2 style=\"text-align: left;\">Course Outline<\/h2>\n<p dir=\"ltr\"><strong>Module 1: Explore Azure Databricks.<\/strong><br \/>\n\u2022 Get started with Azure Databricks.<br \/>\n\u2022 Identify Azure Databricks workloads.<br \/>\n\u2022 Understand key concepts.<br \/>\n\u2022 Exercise &#8211; Explore Azure Databricks.<br \/>\n<strong>Module 2: Use Apache Spark in Azure Databricks.<\/strong><br \/>\n\u2022 Get to know Spark.<br \/>\n\u2022 Create a Spark cluster.<br \/>\n\u2022 Use Spark in notebooks.<br \/>\n\u2022 Use Spark to work with data files.<br \/>\n\u2022 Visualize data.<br \/>\n\u2022 Exercise &#8211; Use Spark in Azure Databricks.<br \/>\n<strong>Module 3: Train a machine learning model in Azure Databricks.<\/strong><br \/>\n\u2022 Understand principles of machine learning.<br \/>\n\u2022 Machine learning in Azure Databricks.<br \/>\n\u2022 Prepare data for machine learning.<br \/>\n\u2022 Train a machine learning model.<br \/>\n\u2022 Evaluate a machine learning model.<br \/>\n\u2022 Exercise &#8211; Train a machine learning model in Azure Databricks.<br \/>\n<strong>Module 4: Use MLflow in Azure Databricks.<\/strong><br \/>\n\u2022 Capabilities of MLflow.<br \/>\n\u2022 Run experiments with MLflow.<br \/>\n\u2022 Register and serve models with MLflow.<br \/>\n\u2022 Exercise &#8211; Use MLflow in Azure Databricks.<br \/>\n<strong>Module 5: Tune hyperparameters in Azure Databricks.<\/strong><br \/>\n\u2022 Optimize hyperparameters with Hyperopt.<br \/>\n\u2022 Review Hyperopt trials.<br \/>\n\u2022 Scale Hyperopt trials.<br \/>\n\u2022 Exercise &#8211; Optimize hyperparameters for machine learning in Azure Databricks.<br \/>\n<strong>Module 6: Use AutoML in Azure Databricks.<\/strong><br \/>\n\u2022 What is AutoML.<br \/>\n\u2022 Use AutoML in the Azure Databricks user interface.<br \/>\n\u2022 Use code to run an AutoML experiment.<br \/>\n\u2022 Exercise &#8211; Use AutoML in Azure Databricks.<br \/>\n<strong>Module 7: Train deep learning models in Azure Databricks.<\/strong><br \/>\n\u2022 Understand deep learning concepts.<br \/>\n\u2022 Train models with PyTorch.<br \/>\n\u2022 Distribute PyTorch training with Horovod.<br \/>\n\u2022 Exercise &#8211; Train deep learning models on Azure Databricks.<\/p>\n<h2 dir=\"ltr\">Prerequisites<\/h2>\n<p dir=\"ltr\">Experience of using Python to explore data and train machine learning models with common open-source frameworks, like Scikit-Learn, PyTorch, and TensorFlow.<\/p>\n<p dir=\"ltr\">\n","protected":false},"excerpt":{"rendered":"<p>This course will teach the basics of Microsoft&#8217;s dialect of the standard SQL language: Transact-SQL. Topics include both querying and modifying data in relational databases<\/p>\n","protected":false},"featured_media":47147,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false},"tags":[4747,4736,4746,4744,4745],"coursetype":[1428],"product":[5150],"audience":[],"class_list":["post-38133","course","type-course","status-publish","has-post-thumbnail","hentry","tag-3014-en","tag-azure-databricks-en","tag-dp-3014-en","tag-implementing-a-machine-learning-solution-with-azure-databricks-en","tag-machine-learning-solution-en","coursetype-microsoft","product-data-platform-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/course\/38133","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/course"}],"about":[{"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/types\/course"}],"version-history":[{"count":0,"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/course\/38133\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/media\/47147"}],"wp:attachment":[{"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/media?parent=38133"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/tags?post=38133"},{"taxonomy":"coursetype","embeddable":true,"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/coursetype?post=38133"},{"taxonomy":"product","embeddable":true,"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/product?post=38133"},{"taxonomy":"audience","embeddable":true,"href":"https:\/\/ctraining.co.il\/en\/wp-json\/wp\/v2\/audience?post=38133"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}