Trustworthy AI by Human-AI-Collaboration

With the increasing adoption of machine learning models across domains, we have to think about the roles of humans and AI to build trustworthy systems. In the last few years, my collaborators and I have created a series of tools that utilize visualization and visual user interaction to help investigate behavior of machine learning models. I will present a quick intro to trustworthy AI in general and will show some of these tools that demonstrate how intuitive ideas can foster human-AI collaboration − and therefore contribute to building trustworthy systems.