John C. Porcello

Scaling up Deep Learning for AI using FPGAs

2024

This paper considers scaling up large Deep Learning (DL) implementations to meet the rapidly growing demand of AI applications. FPGAs offer several performance advantages for large AI implementations including SWAP, cost, throughput, latency and reprogrammability. …