CSH Talk by Rahim Entezari “Optimization and Generalization of Neural Networks at the Edge”

Rahim Entezari from CSH will present a talk on Friday July 7, 2023, at 3PM.

Title: Optimization and Generalization of Neural Networks at the Edge

Abstract: The growing ubiquity of deep neural networks in daily life highlights the need to address the challenges and limitations they face when deployed on edge devices. These devices impose constraints on resources, accessibility, and scalability, and are subject to dynamic changes in their working environment. This makes the optimization and generalization of neural networks a critical area of research. In this talk, we adopt an empirical science approach, treating deep learning as an observable and experimental phenomenon. Our primary goal is to understand when neural networks work and when they do not, and we focus on examining the optimization and generalization of neural networks in the context of edge environments.