An Energy-Efficient Programmable Mixed-Signal Accelerator for Machine Learning Algorithms

Abstract

We propose PROMISE, the first end-to-end design of a PROgrammable MIxedSignal accElerator from Instruction Set Architecture to high-level language compiler for acceleration of diverse machine learning algorithms by exploiting the advantage of the superior energy efficiency from analog/mixed-signal processing.