IEEE

Memory Devices and A/D Interfaces: Design Tradeoffs in Mixed-Signal Accelerators for Machine Learning Applications

Abstract: This tutorial focuses on memory elements and analog/digital (A/D) interfaces used in mixed-signal accelerators for deep neural networks (DNNs) in machine learning (ML) applications. These ...
IEEE

A 42pJ/decision 3.12TOPS/W robust in-memory machine learning classifier with on-chip training

Abstract: Embedded sensory systems (Fig. 31.2.1) continuously acquire and process data for inference and decision-making purposes under stringent energy constraints. These always-ON systems need to ...