papers
Publications (2)
cs.DC2021
A Competitive Edge: Can FPGAs Beat GPUs at DCNN Inference Acceleration in Resource-Limited Edge Computing Applications?
Ian Colbert, Jake Daly, Ken Kreutz-Delgado +1
When trained as generative models, Deep Learning algorithms have shown exceptional performance on tasks involving high dimensional data such as image denoising and super-resolution…
cs.LG2021
Generating GPU Compiler Heuristics using Reinforcement Learning
Ian Colbert, Jake Daly, Norm Rubin
GPU compilers are complex software programs with many optimizations specific to target hardware. These optimizations are often controlled by heuristics hand-designed by compiler ex…