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