DP-090: Implementing a ML With Azure:1 Day workshop

Target Audience

• This course is designed for data scientists with experience of Python who need to learn how to apply their data science and machine learning skills on Azure Databricks.

Day 1

1. Introduction to Azure Databricks
   1. Getting Started with Azure Databricks
   2. Working with Data in Azure Databricks
   3. Lab : Getting Started with Azure Databricks
   4. Lab : Working with Data in Azure Databricks
2. Training and Evaluating Machine Learning Models
   1. Preparing Data for Machine Learning
   2. Training a Machine Learning Model
   3. Lab : Training a Machine Learning Model
   4. Lab : Preparing Data for Machine Learning
3. Managing Experiments and Models
   1. Using MLflow to Track Experiments
   2. Managing Models
   3. Lab : Using MLflow to Track Experiments
   4. Lab : Managing Models
4. Integrating Azure Databricks and Azure Machine Learning
   1. Tracking Experiments with Azure Machine Learning
   2. Deploying Models
   3. Lab : Deploying Models in Azure Machine Learning
   4. Lab : Running Experiments in Azure Machine Learning