Implement a data science and machine learning solution for AI with Microsoft Fabric

The training is intended for:

•            Data Scientists

•            Data Engineers

1. Machine Learning Fundamentals in Microsoft Fabric – You'll learn how to run machine learning experiments in MS Fabric.

   2.           Hands-on learning – Through the labs, you will gain experience that you can easily translate into real tasks at work.

   3.           Managing ML models in MS Fabric – You will gain knowledge of how MLflow works in MS Fabric.

   4.           Understanding Data Wrangler – You'll learn how to prepare data for machine learning.

   5.           Using notebooks – You will learn data mining using machine learning in MS Fabric in practice.

1.Introduction to 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 science with notebooks in Microsoft Fabric

• • Explore notebooks
  • Loading data for exploration
  • Overview of data distribution
  • Check for missing data in notebooks
  • Apply advanced data mining techniques

3.Preprocessing data with Data Wrangler in Microsoft Fabric

• • Overview of Data Wrangler
  • Perform data mining
  • Handling Missing Data
  • Transform data using operators.

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

• • Learn how to train machine learning models
  • Train and track models with MLflow and experiments
  • Model management in Microsoft Fabric.

5.Generate batch predictions using a deployed model in Microsoft Fabric

• • Customize model behavior for batch scoring
  • Prepare data before generating predictions
  • Generate and save predictions to the delta table.

• Knowledge of basic concepts and services related to databases and machine learning.

• Knowledge of the basics of Python and SQL (or at least one of them).

• Completing the DP-900 Learning Path

•  manual in electronic form available on the platform: https://learn.microsoft.com/pl-pl/training/

• access to Altkom Akademia's student portal

Training method:

• Lecture and product presentation (50%)
• Exercise (50%)

Major teaching tools include PowerPoint presentations, test-environment demonstrations, hands-on lab environments, and Microsoft Learn 

Training: English

Materials: English