Domain-Specific Computer Architectures for Emerging Applications : Machine Learning and Neural Networks (Hardcover)

Domain Specific Computing Architectures. Overview for Domain Specific Computing Architectures. xPU architectures for Artificial Intelligence. Distributed systems, GPU based Architecture. Reconfigurable and Custom accelerators using FPGA/CGRAs. Domain Specific memory architectures and devices. Processing-in-Memory techniques for Domain Specific Computing. Emerging Memory Techniques and Devices: RRAM, NVM, STT-RAM. 3D IC design principles for Memory Design. Hardware/Software Codesign Processing Techniques. Open Instruction Sets Architecture (RISC-V Paradigm). Agile computer architecture development. High Level Synthesis for Domain Specific Architectures Section 4: Emerging Applications Chapter 11: Deep learning and neural networks Chapter 12: Machine learning, data mining, and neuromorphic engineering Chapter 13: Bioinformatics Applications