There are many ways that an AI system can behave unfairly. In this AI show, you will learn about Fairlearn, a community-driven open source machine learning fairness toolkit that empowers developers of artificial intelligence systems to assess their systems' fairness and mitigate any observed fairness issues. Fairlearn focuses on negative impacts for groups of people, such as those defined in terms of race, gender, age, or disability status. Jump To: [01:27] Fairness in AI[02:59] What causes unfairness in AI systems?[05:35] Fairlearn components[10:54] Demo start[24:25] Fairlearn in Azure Machine Learning Learn More: Fairlearn GitHubFairlearn The AI Show's Favorite links: Don't miss new episodes, subscribe to the AI Show Create a Free account (Azure) Deep Learning vs. Machine Learning Get Started with Machine Learning