This presentation is of the on-demand session by AWS Hero Virginie Mathivet at AWS re:Invent 2022 Las Vegas. Posted with permission.
Many applications get a bad buzz on the internet because of biases and discriminations in the models, but how can we avoid them? This talk presents the problem of biases, but also how to detect and fight them with cloud-agnostic solutions. We will examine solutions for biases at both the dataset level with statistical indicators, and at the model level thanks to eXplainable AI (XAI) algorithms.