Apply Ethical AI Principles Using the Responsible AI Dashboard

If you’re creating machine learning models and want to embrace responsible AI principles, this course with instructor Rodrigo Diaz Concha takes you through the Responsible AI Dashboard that can be used in web applications and in the Azure cloud. Rodrigo first details the framework of the six guiding principles Microsoft considers key to responsible AI: fairness, reliability and safety, privacy and security, inclusiveness, transparency, and accountability. He then covers the Microsoft tools that are available to ML professionals for operationalizing responsible AI. In the second half of the course, he looks at real-world implementation of Microsoft's Responsible AI Dashboard and shows how to create a Responsible AI Dashboard within a real estate scenario, examining data fairness, model outcomes, and causal analysis.