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DP-604T00 Implement a data science and machine learning solution for AI with Microsoft Fabric
- 1 Day Course
- Language: English
Introduction:
Explore the data science process and learn how to train machine learning models to accomplish artificial intelligence in Microsoft Fabric.
Objectives:
Course Outline:
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
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
3 – Preprocess data with Data Wrangler in Microsoft Fabric
- Understand Data Wrangler
- Perform data exploration
- Handle missing data
- Transform data with operators
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
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
Enroll in this course
$695.00