On-Chip Training Npu - Algorithm, Architecture and Soc Design (Hardcover, 2023)

Introduction

A Theoretical Study of Artificial Intelligence Training

New Algorithm I: Binary Direct Feedback Alignment for Fully-Connected Layer

New Algorithm II: Extension of Direct Feedback Alignment to Convolutional Recurrent Neural Network

DF-LPPU

HNPU-V1

HNPU-V2

An Overview of Energy-Efficient DNN Training Processors

Conclusion