On this episode of the AI Show, Seth welcomes Mehrnoosh Sameki and Besmira Nushi back to the show to dive further into Responsible AI (RAI)! https://aka.ms/AIShow/RAI/Toolbox They'll introduce us to the RAI toolkit for responsible development and assessment of machine learning model and data-driven decision making. The RAI toolkit integrates together ideas and technology from several open-source tools in the areas of error analysis (Error Analysis), interpretability (InterpretML), fairness (Fairlearn), counterfactual analysis (DiCE), and causal decision making (ECONML). Jump to: 00:00 AI Show Live 00:32 Welcome Besmira and Mehrnoosh 01:26 What is the RAI integration effort 02:48 Model debugging 03:28 Responsible business decision-making 04:30 Demo - debugging 16:24 What-if counterfactual 18:28 Business use - responsible decision-making 23:53 Fairness Issues 25:01 Co-create with us: https://aka.ms/AIShow/RAI/Toolbox Learn More: Zero to Hero Machine Learning on Azure https://aka.ms/ZerotoHero/MLonAzure Zero to Hero Azure AI https://aka.ms/ZerotoHero/AzureAI Machine Learning for Data Scientists https://aka.ms/AIShow/MLforDataScientists Packt: Principles of Data Science https://aka.ms/AIShow/DataSciencePackt Create a Free account (Azure) https://aka.ms/aishow-seth-azurefree Follow Seth https://twitter.com/sethjuarez ​Follow Besmira https://twitter.com/besanushi Follow Mehrnoosh https://twitter.com/MehrnooshSam Follow Mehrnoosh https://aka.ms/mehrnooshsameki Don't miss new episodes, subscribe to the AI Show https://aka.ms/AIShowsubscribe AI Show Playlist https://aka.ms/AIShowPlaylist Join us every other Friday, for an AI Show livestream on Learn TV and YouTube https://aka.ms/LearnTV - https://aka.ms/AIShowLive