Title:
Fast and Hardware-Aware Neural Architecture Search
Abstract:
This talk will go over different AutoML methods that share the common themes of efficiency and hardware-awareness. We will present (1) a fast predictor-based search algorithm, (2) zero-cost NAS proxies that significantly speed up the evaluation phase of NAS, (3) accurate hardware latency prediction in NAS, (4) automated hardware-DNN codesign, and (5) real application case studies by which NAS delivered significant improvements. Our projects are all parts of an effort to enable on-device deployment of DNN within constrained hardware devices--an area in which AutoML can play a big role.
Speaker:
Mohamed Abdelfattah: www.mohsaied.com/