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United Nations Sustainable Development Goals (SDGs)
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Algorithms, Architectures and Circuits for Always-on Neural Network ProcessingBert Moons; Daniel Bankman; Marian Verhelst978-3-319-99223-52019 Edition 1
- Gives a wide overview of a series of effective solutions for energy-efficient neural networks on battery constrained wearable devices
- Discusses the optimization of neural networks for embedded deployment on all levels of the design hierarchy – applications, algorithms, hardware architectures, and circuits – supported by real silicon prototypes
- Elaborates on how to design efficient Convolutional Neural Network processors, exploiting parallelism and data-reuse, sparse operations, and low-precision computations
- Supports the introduced theory and design concepts by four real silicon prototypes. The physical realization’s implementation and achieved performances are discussed elaborately to illustrated and highlight the introduced cross-layer design concepts
€180