DP-604T00 Implement a data science and machine learning solution with Microsoft Fabric

Topic 1 Introduction to end-to-end analytics using Microsoft Fabric

• Explore end-to-end analytics with Microsoft Fabric
• Data teams and Microsoft Fabric
• Enable and use Microsoft Fabric

Topic 2 Get started with data science in Microsoft Fabric

• Understand the data science process
• Explore and process data with Microsoft Fabric
• Train and score models with Microsoft Fabric
• Explore data science in Microsoft Fabric

Topic 3 Explore data for data science with notebooks in Microsoft Fabric

• Explore notebooks
• Load data for exploration
• Understand data distribution
• Check for missing data in notebooks
• Apply advanced data exploration techniques
• Visualize charts in notebooks
• Use notebook for data exploration in Microsoft Fabric

Topic 4 Preprocess data with Data Wrangler in Microsoft Fabric

• Understand Data Wrangler
• Perform data exploration
• Handle missing data
• Transform data with operators
• Preprocess data with Data Wrangler in Microsoft Fabric

Topic 5 Train and track machine learning models with MLflow in Microsoft Fabric

• Understand how to train machine learning models
• Train and track models with MLflow and experiments
• Manage models in Microsoft Fabric
• Train and track a model in Microsoft Fabric

Topic 6 Generate batch predictions using a deployed model in Microsoft Fabric

• Customize the model's behavior for batch scoring
• Prepare data before generating predictions
• Generate and save predictions to a Delta table
• Generate and save batch predictions