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

Chapter 1 Introduction.-?Chapter 2?A Theoretical Study on Artificial Intelligence Training.- Chapter 3?New Algorithm 1: Binary Direct Feedback Alignment for Fully-Connected layer.- Chapter 4?New Algorithm 2: Extension of Direct Feedback Alignment to Convolutional Recurrent Neural Network.- Chapter 5?DF-LNPU: A Pipelined Direct Feedback Alignment based Deep Neural Network Learning Processor for Fast Online Learning.- Chapter 6?HNPU-V1: An Adaptive DNN Training Processor Utilizing Stochastic Dynamic Fixed-point and Active Bit-precision Searching.- Chapter 7?HNPU-V2: An Energy-efficient DNN Training Processor for Robust Object Detection with Real-World Environmental Adaptation.- Chapter 8?An Overview of Energy-efficient DNN Training Processors.- Chapter 9?Conclusion.