Azure Databricks is a cloud-scale platform for data analytics and machine learning. In this one-day course, you’ll learn how to use Azure Databricks to explore, prepare, and model data; and integrate Databricks machine learning processes with Azure Machine Learning.
Module 1: Introduction to Azure Databricks
- In this module, you will learn how to provision an Azure Databricks workspace and cluster, and use them to work with data.
Lessons
- 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 module, you will be able to:
- Provision an Azure Databricks workspace and cluster.
- Use Azure Databricks to work with data.
Module 2: Training and Evaluating Machine Learning Models
In this module, you will learn how to use Azure Databricks to prepare data for modeling, and train and validate a machine learning model.
Lessons
- 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 module, you will be able to use Azure Databricks to:
- Prepare data for modeling.
- Train and validate a machine learning model.
Module 3: Managing Experiments and Models
In this module, you will learn how to use MLflow to track experiments running in Azure Databricks, and how to manage machine learning models.
Lessons
- Using MLflow to Track Experiments.
- Managing Models.
Lab : Using MLflow to Track Experiments
Lab : Managing Models
After completing this module, you will be able to:
- Use MLflow to track experiments.
- Manage models.
Module 4: Integrating Azure Databricks and Azure Machine Learning
In this module, you will learn how to integrate Azure Databricks with Azure Machine Learning
Lessons
- 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 module, you will be able to:
- Run Azure Machine Learning experiments on Azure Databricks compute.
- Deploy models trained on Azure Databricks to Azure Machine Learning.
- Before attending this course, you should have experience of using Python to work with data, and some knowledge of machine learning concepts.
- Create machine learning models.
Before attending this course, complete the following learning path on Microsoft Learn:
