Apply Ethical AI Principles Using the Responsible AI Dashboard

Offered By: LinkedIn Learning

Tags

Data Analysis Courses Machine Learning Courses Responsible AI Courses Ethical AI Courses

Course Description

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

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