Name: Embedded Deep Learning: Algorithms, Architectures and Circuits for Always-On Neural Network Processing
SKU: 51680860
Price: 121.64 EUR
Availability: InStock
Author: Bert Moons; Daniel Bankman; Marian Verhelst

portada Embedded Deep Learning: Algorithms, Architectures and Circuits for Always-On Neural Network Processing

Embedded Deep Learning: Algorithms, Architectures and Circuits for Always-On Neural Network Processing

Type

Physical Book

Publisher

Springer

Author

Bert Moons; Daniel Bankman; Marian Verhelst

Year

2018

Language

English

Pages

206

Format

Hardcover

ISBN13

9783319992228

Edition No.

Synopsis "Embedded Deep Learning: Algorithms, Architectures and Circuits for Always-On Neural Network Processing "

This book covers algorithmic and hardware implementation techniques to enable embedded deep learning. The authors describe synergetic design approaches on the application-, algorithmic-, computer architecture-, and circuit-level that will help in achieving the goal of reducing the computational cost of deep learning algorithms. The impact of these techniques is displayed in four silicon prototypes for embedded deep learning.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.

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Embedded Deep Learning: Algorithms, Architectures and Circuits for Always-On Neural Network Processing - Bert Moons; Daniel Bankman; Marian Verhelst

Synopsis "Embedded Deep Learning: Algorithms, Architectures and Circuits for Always-On Neural Network Processing "

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