Towards Heterogeneous Multi-core Systems-on-Chip for Edge Machine Learning : Journey from Single-core Acceleration to Multi-core Heterogeneous Systems EPUB
by Vikram Jain, Marian Verhelst
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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 single-core specialized hardware accelerators for machine learning and motivates the need for building homogeneous and heterogeneous multi-core systems to enable flexibility and energy-efficiency. The advantages of scaling to heterogeneous multi-core systems are shown through the implementation of multiple test chips and architectural optimizations.
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- Format:EPUB
- Publisher:Springer Nature Switzerland
- Publication Date:15/09/2023
- Category:
- ISBN:9783031382307
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- Hardback from £76.95
Information
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Download Now
- Format:EPUB
- Publisher:Springer Nature Switzerland
- Publication Date:15/09/2023
- Category:
- ISBN:9783031382307