Home Microsoft AI Training CoursesDP-604T00 Implement a data science and machine learning solution for AI with Microsoft Fabric
DP-604T00 Implement a data science and machine learning solution for AI with Microsoft Fabric
Guaranteed to Run
Price
$695.00
Duration
1 Day
Delivery Methods
Virtual Instructor Led Private Group
Delivery
Virtual
ESTDescription
Objectives
Prerequisites
Content
Course Description
Explore the data science process and learn how to train machine learning models to accomplish artificial intelligence in Microsoft Fabric.
Course Objectives
- Explore and preprocess data using Fabric notebooks and Data Wrangler.
- Train, track, and manage ML models with MLflow.
- Deploy models for batch predictions.
- Enrich enterprise data with Generative AI, Copilot, and Fabric data agents.
- Optimize and manage AI-driven workflows in Microsoft Fabric.
Who Should Attend?
- Data Scientists – Implement and manage machine learning models in Microsoft Fabric.
- Data Analysts – Leverage AI and ML in Fabric for advanced insights.
- Data Engineers – Build and maintain data pipelines for AI/ML solutions.
- Developers – Integrate machine learning into apps and services on Fabric.
- IT Professionals – Manage and deploy AI/ML solutions within Microsoft Fabric environments.
Course Prerequisites
You should be familiar with basic data concepts and terminology.
Course Content
Module 1: 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
Module 2: 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
Module 3: Preprocess data with Data Wrangler in Microsoft Fabric
- Understand Data Wrangler
- Perform data exploration
- Handle missing data
- Transform data with operators
Module 4: 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
Module 5: 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
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