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LinkedIn Learning

Apply Ethical AI Principles Using the Responsible AI Dashboard

via LinkedIn Learning

Overview

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Learn how to operationalize responsible AI in your machine learning models.

Syllabus

Introduction
  • Responsible AI dashboard
  • What you should know
1. Foundations of Responsible AI
  • What is responsible AI?
  • Microsoft responsible AI principles
  • Tools for responsible AI
  • What is the responsible AI dashboard?
  • Ways to use the responsible AI dashboard
2. Using the Responsible AI Dashboard
  • Creating the responsible AI dashboard
  • Error analysis component
  • Model overview and performance analysis component
  • Data analysis component
  • Feature importances component
  • Counterfactuals component
  • Causal analysis component
  • Using the responsible AI dashboard in Azure ML Studio
Conclusion
  • Next steps

Taught by

Rodrigo Díaz Concha

Reviews

4.6 rating at LinkedIn Learning based on 20 ratings

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