Events / CNI seminar: Pratik Chaudhari

CNI seminar: Pratik Chaudhari

October 8, 2019
11:30 AM - 12:30 PM

Barchi Library, 3620 Hamilton Walk, Philadelphia, PA 19104

140 John Morgan Building

Pratik Chaudhari
Department of Electrical and Systems Engineering
University of Pennsylvania

 

A picture of the energy landscape of deep neural networks

 

Deep networks are mysterious. These over-parametrized machine learning models, trained with rudimentary optimization algorithms on non-convex landscapes in millions of dimensions have defied attempts to put a sound theoretical footing beneath their impressive performance.

 

This talk will shed light upon some of these mysteries. I will employ diverse ideas — from thermodynamics and optimal transportation to partial differential equations, control theory and Bayesian inference — and paint a picture of the training process of deep networks. Along the way, I will develop state-of-the-art algorithms for non-convex optimization. The goal of machine perception is not just to classify objects in images but instead, enable intelligent agents that can seamlessly interact with our physical world. I will conclude with a vision of how advances in machine learning and robotics may come together to help build such an Embodied Intelligence.

 

 

A pizza lunch will be served.

Skip to toolbar