Tool Design

TeachTOK, a Collaborative Interactive Machine Teaching Application

During my research, I also design tools, including one for the first project of my thesis called TeachTOK. TeachTOK is the first collaborative, interactive machine teaching application developed using the Marcelle Toolkit. You can access the code on Github and try the application online. With TeachTOK, you can take on the role of a teacher, teaching an image classifier to recognize different categories in any context you choose. The application also allows you to collaborate and communicate with other teachers during the task. If you want to know more about TeachTOK, there is a paper about it in French, or you can read our recent paper in which we used TeachTOK to study collaborative interactive machine teaching. I would be thrilled to hear about your interest in TeachTOK or your experience using it. Any feedback you have would be greatly appreciated. More importantly, I am also open to and excited about any opportunities for collaboration!

Auditing Tool

Currently, for my second project on User-Driven Algorithm Auditing, I'm designing a new tool that brings novel interactions with an ML model to help end-users better understand its behavior and identify problematic patterns, such as bias. The tool is still under development—stay tuned!