Towards Heterogeneous Multi-Core Systems-On-Chip for Edge Machine Learning

Journey from Single-Core Acceleration to Multi-Core Heterogeneous Systems

af Vikram Jain

This book explores and motivates the need for building homogeneous and heterogeneous multi-core systems for machine learning to enable flexibility and energy-efficiency. Coverage focuses on a key aspect of the challenges of (extreme-)edge-computing, i.e., design of energy-efficient and flexible hardware architectures, and hardware-software co-optimization strategies to enable early design space exploration of hardware architectures. The authors investigate possible design solutions for building ... (Læs mere)