Ameya D. Patil

Understanding the Energy and Precision Requirements for Online Learning

2016 · arXiv (Cornell University)

It is well-known that the precision of data, hyperparameters, and internal representations employed in learning systems directly impacts its energy, throughput, and latency. The precision requirements for the training algorithm are also important for systems …