Flexible Instrumentation for Live On-Chip Debug of Machine Learning Training on FPGAs

FPGAs have recently shown promise for accelerating machine learning training. This has led to research into the co-design of narrow-precision accelerator architectures and the investigation of novel machine learning models. Such research can be extremely expensive, as the steep cost of training a model can increase several-fold due to the need of performing hyper-parameter tuning and adjustments t...