Overview
Explore the concept of fairness in AI systems and learn how to build more equitable artificial intelligence using Fairlearn, an open-source machine learning fairness toolkit. Discover the various ways AI can exhibit unfair behavior, particularly towards groups defined by race, gender, age, or disability status. Delve into the causes of unfairness in AI systems and examine the components of Fairlearn. Watch a comprehensive demonstration of the toolkit in action and understand how to integrate Fairlearn with Azure Machine Learning. Gain valuable insights into assessing and mitigating fairness issues in AI development, empowering you to create more inclusive and ethical artificial intelligence solutions.
Syllabus
] Fairness in AI.
] What causes unfairness in AI systems?.
] Fairlearn components.
] Demo start.
] Fairlearn in Azure Machine Learning.
Taught by
Microsoft Developer