{"product_id":"machine-learning-with-azure-databricks-dp-3014","title":"Build machine learning solutions using Azure Databricks (DP-3014)","description":"\u003cdiv\u003e\u003cp\u003eAzure Databricks is a powerful, cloud-scale platform for data analytics and machine learning. This hands-on class guides you through every step of building, training, optimizing, and deploying machine learning solutions with Azure Databricks. Designed for data scientists and ML engineers, the course covers Apache Spark, MLflow, AutoML, hyperparameter tuning, and deep learning, all within a scalable, collaborative environment. By the end, you’ll have the skills to implement real-world machine learning projects from experimentation to production.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eBuild machine learning solutions using Azure Databricks (DP-3014) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course, you will learn how to:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLearn how to harness the full potential of Databricks for big data analytics and ML.\u003c\/li\u003e\n\u003cli\u003eApply concepts through guided exercises using Spark, MLflow, AutoML, and PyTorch.\u003c\/li\u003e\n\u003cli\u003eGain practical experience managing experiments, tuning hyperparameters, and deploying models at scale.\u003c\/li\u003e\n\u003cli\u003eBuild expertise in modern machine learning techniques, including deep learning and production-ready workflows.\u003c\/li\u003e\n\u003cli\u003eLearn how Unity Catalog and Microsoft Purview support secure, governed, and team-based ML development.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eTraining Prerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eTo fully benefit from this course, please ensure you possess proficiency in Python for data exploration and machine learning model training using popular open-source frameworks such as Scikit-Learn, PyTorch, and TensorFlow.  \u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eMachine learning with Azure Databricks Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eModule 1: Explore Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eGet started with Azure Databricks\u003c\/li\u003e\n\u003cli\u003eIdentify workloads and key concepts\u003c\/li\u003e\n\u003cli\u003eUnderstand governance with Unity Catalog \u0026amp; Microsoft Purview\u003c\/li\u003e\n\u003cli\u003eHands-on exercise: Explore Azure Databricks\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 2: Use Apache Spark in Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eIntroduction to Spark and clusters\u003c\/li\u003e\n\u003cli\u003eWork with data files in notebooks\u003c\/li\u003e\n\u003cli\u003eVisualize data with Spark\u003c\/li\u003e\n\u003cli\u003eHands-on exercise: Use Spark in Databricks\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 3: Train a Machine Learning Model\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eReview ML principles\u003c\/li\u003e\n\u003cli\u003ePrepare data for training\u003c\/li\u003e\n\u003cli\u003eTrain and evaluate models in Databricks\u003c\/li\u003e\n\u003cli\u003eHands-on exercise: Train a machine learning model\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 4: Use MLflow in Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eManage experiments with MLflow\u003c\/li\u003e\n\u003cli\u003eRegister and serve models\u003c\/li\u003e\n\u003cli\u003eHands-on exercise: Track and deploy with MLflow\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 5: Tune Hyperparameters\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eOptimize models with Optuna\u003c\/li\u003e\n\u003cli\u003eScale hyperparameter trials\u003c\/li\u003e\n\u003cli\u003eHands-on exercise: Hyperparameter tuning in Databricks\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 6: Use AutoML in Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eUnderstand AutoML concepts\u003c\/li\u003e\n\u003cli\u003eRun AutoML experiments via UI and code\u003c\/li\u003e\n\u003cli\u003eHands-on exercise: Build models with AutoML\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 7: Train Deep Learning Models\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eIntroduction to deep learning concepts\u003c\/li\u003e\n\u003cli\u003eTrain models with PyTorch\u003c\/li\u003e\n\u003cli\u003eScale with TorchDistributor\u003c\/li\u003e\n\u003cli\u003eHands-on exercise: Train deep learning models\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 8: Manage ML in Production\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eAutomate data transformations\u003c\/li\u003e\n\u003cli\u003eExplore model development and deployment strategies\u003c\/li\u003e\n\u003cli\u003eManage versioning and lifecycle\u003c\/li\u003e\n\u003cli\u003eHands-on exercise: Deploy and manage ML models\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"267A70US \/ 2026-07-23T09:00:00 \/ Online","offer_id":47534209204443,"sku":"US-8686-IL","price":716.0,"currency_code":"USD","in_stock":true},{"title":"26AB54US \/ 2026-10-22T09:00:00 \/ Online","offer_id":48216548049115,"sku":"US-8686-IL","price":716.0,"currency_code":"USD","in_stock":true},{"title":"271B84US \/ 2027-01-19T09:00:00 \/ Online","offer_id":48216548081883,"sku":"US-8686-IL","price":716.0,"currency_code":"USD","in_stock":true},{"title":"274B48US \/ 2027-04-21T09:00:00 \/ Online","offer_id":48619711299803,"sku":"US-8686-IL","price":716.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/learningtreeinternational-dirinfosec-hhs.myshopify.com\/products\/machine-learning-with-azure-databricks-dp-3014","provider":"Learning Tree International","version":"1.0","type":"link"}