Aditya Lahiri
I am currently finishing up my Masters degree at UC San Diego. I have worked with a great bunch of collaborators from UCSD, Stanford, IBM Research and Purdue University! Prior to this, I worked at American Express, AI Labs for two years as a Research Engineer. I completed my undergraduate studies in Computer Science from BITS Pilani in the beautiful state of Goa.
Sessions
Over the past few years, Explainable AI has become one of the most rapidly rising areas of research and tooling due to the increased proliferation of ML/AI models in critical systems. There are some methods that have emerged as clear favourites and are widely used in industry to get a sense of understanding of complex models. However, they are not perfect and often mislead practitioners with a false sense of security. In this talk, we look at the popular methods and illustrate when they fail, how they fail and why they fail.