The Seventh Annual Tom Tom Founders Festival is a week-long celebration of innovators, visionaries, and artists who are shaping small cities. The Festival occurs at dozens of venues throughout downtown Charlottesville.
The field of Explainable AI strives to understand the inner workings of “black-box” algorithms to ensure their safe adoption in society. As advances in AI and, more specifically, machine learning, create more complex models, there is a growing regulatory and ethical appetite to understand the decision-making process of these models. This talk dives into state of the art methods (e.g., LIME and Integrated Gradients) for explaining deep learning models and considers the challenges inherent to this research field.
