Education Class 11

Session: EC11

Educator: Jan Rabaey and Marian Verhelst

Institute: University of California, Berkeley and KU Leuven

Time & Date: September 15, 2023, 16:00 – 18:00 CET

Title: Bringing ML to the Extreme Edge

Abstract: Various applications demand more and more powerful machine inference in resource-scarce distributed devices. To allow intelligent applications at ultra-low energy and low latency, one needs 1.) compact, yet efficient ML models; 2.) customized processors architectures for extreme edge ML. This has resulted in a wide variety of HW-algorithm co-optimization methods proposed in the SotA. This talk will zoom into model efficiency and architecture techniques for both hyper-dimensional as well as convolutional machine learning models, supported with practical examples and implementations.