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Implementing a Machine Learning Solution with Microsoft Azure Databricks
Course Overview
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.
Audience
This course is designed for data scientists with experience of Pythion who need to learn how to apply their data science and machine learning skills on Azure Databricks
Prerequisites
Before attending this course, students should have experience of using Python to work with data, and some knowledge of machine learning concepts. Before attending this course, complete the following learning path on Microsoft Learn:
- Create machine learning models
Topics
Module 1: Introduction to Azure DatabricksIn this module, 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
Module 2: Training and Evaluating Machine Learning ModelsIn this module, 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 : Preparing Data for Machine Learning
- Lab : Training a Machine Learning Model
Module 3: Managing Experiments and ModelsIn this module, 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
Module 4: Integrating Azure Databricks and Azure Machine LearningIn this module, you will learn how to integrate Azure Databricks with Azure Machine Learning
- Tracking Experiments with Azure Machine Learning
- Deploying Models
- Lab : Running Experiments in Azure Machine Learning
- Lab : Deploying Models in Azure Machine Learning
Start Date: 07/10/2023
Duration: 1 Day
Course ID: 1016043
Price: $595
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