DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks

Course Content

DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks

• Lesson 1: Introduction to Azure Databricks

  In this lesson, you will learn how to provision an Azure Databricks workspace and cluster, and use them to work with data.

  • Getting Started with Azure Databricks
  • Working with Data in Azure Databricks
  • Lab : Getting Started with Azure Databricks
  • Lab : Working with Data in Azure Databricks

  
  
  

  After completing this lesson, you will be able to:

  • Provision an Azure Databricks workspace and cluster
  • Use Azure Databricks to work with data
• Lesson 2: Training and Evaluating Machine Learning Models

  In this lesson, you will learn how to use Azure Databricks to prepare data for modeling, and train and validate a machine learning model.

  • Preparing Data for Machine Learning
  • Training a Machine Learning Model
  • Lab : Training a Machine Learning Model
  • Lab : Preparing Data for Machine Learning

  
  
  

  After completing this lesson, you will be able to use Azure Databricks to:

  • Prepare data for modeling
  • Train and validate a machine learning model
• Lesson 3: Managing Experiments and Models

  In this lesson, you will learn how to use MLflow to track experiments running in Azure Databricks, and how to manage machine learning models.

  • Using MLflow to Track Experiments
  • Managing Models
  • Lab : Using MLflow to Track Experiments
  • Lab : Managing Models

  
  
  

  After completing this lesson, you will be able to:

  • Use MLflow to track experiments
  • Manage models
• Lesson 4: Integrating Azure Databricks and Azure Machine Learning

  In this lesson, you will learn how to integrate Azure Databricks with Azure Machine Learning

  • Tracking Experiments with Azure Machine Learning
  • Deploying Models
  • Lab : Deploying Models in Azure Machine Learning
  • Lab : Running Experiments in Azure Machine Learning

  
  
  

  After completing this lesson, you will be able to:

  • Run Azure Machine Learning experiments on Azure Databricks compute
  • Deploy models trained on Azure Databricks to Azure Machine Learning

FAQs

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