{"product_id":"towards-heterogeneous-multi-core-systems-on-chip-for-edge-machine-learning-journey-from-single-core-acceleration-to-multi-core-heterogeneous-systems-9783031382321","title":"Towards Heterogeneous Multi-Core Systems-On-Chip for Edge Machine Learning: Journey from Single-Core Acceleration to Multi-Core Heterogeneous Systems","description":"\u003cp\u003e • Author(s): Vikram Jain\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Electronics - Circuits - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003eThis 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.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDiscusses the need for scaling to multi-core systems for machine learning and several architectural and software optimizations; \u003c\/li\u003e\n\u003cli\u003eCovers single-core, homogeneous and heterogeneous multi-core Systems-on-chip for machine learning applications;\u003c\/li\u003e\n\u003cli\u003eDiscusses the benefits of heterogeneity in the context of machine learning. \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e","brand":"Springer","offers":[{"title":"Paperback","offer_id":45278716330135,"sku":"9783031382321","price":6243.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783031382321.webp?v=1769291693","url":"https:\/\/atlanticbooks.com\/products\/towards-heterogeneous-multi-core-systems-on-chip-for-edge-machine-learning-journey-from-single-core-acceleration-to-multi-core-heterogeneous-systems-9783031382321","provider":"Atlantic Books","version":"1.0","type":"link"}