High performance computing for big data : methodologies and applications

✍ Scribed by Wang, Chao

Publisher: CRC Press
Year: 2018
Tongue: English
Leaves: 286
Series: Chapman & Hall/CRC big data series
Category: Library

No coin nor oath required. For personal study only.

✦ Table of Contents

Content: Section I. Big data architectures --
Dataflow model for cloud computing frameworks in big data --
Design of a processor core customized for stencil computation --
Electromigration alleviation techniques for 3D integrated circuits --
A 3D hybrid cache design for CMP architecture for data-intensive applications --
Section II. Emerging big data applications --
Matrix factorization for drug-target interaction prediction --
Overview of neural network accelerators --
Acceleration for recommendation algorithms in data mining --
Deep learning accelerators --
Recent advances for neural networks accelerators and optimizations --
Accelerators for clustering applications in machine learning --
Accelerators for classification algorithms in machine learning --
Accelerators for big data genome sequencing.

✦ Subjects

High performance computing.;Data mining.;Big data.;Artificial intelligence.

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