Domain-Specific Computer Architectures for Emerging Applications

Free Download Domain-Specific Computer Architectures for Emerging Applications: Machine Learning and Neural Networks
English | 2024 | ISBN: 0367374536 | 460 Pages | EPUB | 29 MB
DSAs often start from domain-specific algorithms or applications, analyzing the characteristics of algorithmic applications, such as computation, memory access, and communication, and proposing the heterogeneous accelerator architecture suitable for that particular application. This book places particular focus on accelerator hardware platforms and distributed systems for various novel applications, such as machine learning, data mining, neural networks, and graph algorithms, and also covers RISC-V open-source instruction sets. It briefly describes the system design methodology based on DSAs and presents the latest research results in academia around domain-specific acceleration architectures.