Information Technology

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

Instructor-Led 5 Agenda

Description

Explore the data science process and learn how to train machine learning models to accomplish artificial intelligence in Microsoft Fabric.

Explore the data science process and learn how to train machine learning models to accomplish artificial intelligence in Microsoft Fabric.

Get started with data science in Microsoft Fabric Lesson Id 1

Get started with data science in Microsoft Fabric

Explore data for data science with notebooks in Microsoft Fabric Lesson Id 2

Explore data for data science with notebooks in Microsoft Fabric

Preprocess data with Data Wrangler in Microsoft Fabric Lesson Id 3

Preprocess data with Data Wrangler in Microsoft Fabric

Train and track machine learning models with MLflow in Microsoft Fabric Lesson Id 4

Train and track machine learning models with MLflow in Microsoft Fabric

Generate batch predictions using a deployed model in Microsoft Fabric Lesson Id 5

Generate batch predictions using a deployed model in Microsoft Fabric

Lesson Id	Title	Description
1	Get started with data science in Microsoft Fabric	Understand the data science process<br />Explore and process data with Microsoft Fabric<br />Train and score models with Microsoft Fabric
2	Explore data for data science with notebooks in Microsoft Fabric	Explore notebooks<br />Load data for exploration<br />Understand data distribution<br />Check for missing data in notebooks<br />Apply advanced data exploration techniques<br />Visualize charts in notebooks
3	Preprocess data with Data Wrangler in Microsoft Fabric	Understand Data Wrangler<br />Perform data exploration<br />Handle missing data<br />Transform data with operators
4	Train and track machine learning models with MLflow in Microsoft Fabric	Understand how to train machine learning models<br />Train and track models with MLflow and experiments<br />Manage models in Microsoft Fabric
5	Generate batch predictions using a deployed model in Microsoft Fabric	Customize the model's behavior for batch scoring<br />Prepare data before generating predictions<br />Generate and save predictions to a Delta table