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Manage and review models in Azure Machine Learning

Offered By: Microsoft via Microsoft Learn

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Machine Learning Courses Azure Machine Learning Courses Responsible AI Courses MLFlow Courses

Course Description

Overview

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  • Module 1: Azure Machine Learning Python SDK v2.

    In this module, you'll learn how to:

    • Log models with MLflow.
    • Understand the MLmodel format.
    • Register an MLflow model in Azure Machine Learning.
  • Module 2: Create and explore the Responsible AI dashboard for a model in Azure Machine Learning using the Python SDK v2.

    In this module, you learn how to:

    • Understand Azure Machine Learning's built-in components for responsible AI.
    • Create a Responsible AI dashboard.
    • Explore a Responsible AI dashboard.

Syllabus

  • Module 1: Module 1: Register an MLflow model in Azure Machine Learning
    • Introduction
    • Log models with MLflow
    • Understand the MLflow model format
    • Register an MLflow model
    • Exercise - Log and register models with MLflow
    • Knowledge check
    • Summary
  • Module 2: Module 2: Create and explore the Responsible AI dashboard for a model in Azure Machine Learning
    • Introduction
    • Understand Responsible AI
    • Create the Responsible AI dashboard
    • Evaluate the Responsible AI dashboard
    • Exercise - Explore the Responsible AI dashboard
    • Knowledge check
    • Summary

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