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Hands-On GPU Computing with Python : Explore the Capabilities of GPUs for Solving High Performance Computational Problems.

GPU technologies are the paradigm shift in modern computing. This book will take you through architecting your GPU-based systems to deploying the computational models on GPUs for faster processing. You will learn to program your GPUs to build a GPU-accelerated environment for accelerating machine le...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Bandyopadhyay, Avimanyu
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Birmingham : Packt Publishing, Limited, 2019.
Temas:
Acceso en línea:Texto completo

MARC

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520 |a GPU technologies are the paradigm shift in modern computing. This book will take you through architecting your GPU-based systems to deploying the computational models on GPUs for faster processing. You will learn to program your GPUs to build a GPU-accelerated environment for accelerating machine learning models and other data-intensive processing. 
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505 0 |a Hands-on GPU computing with python: explore the capabilities of GPUs for solving high performance computational problems -- Dedication -- Contributors -- Table of Contents -- Preface -- Section 1: Computing with GPUs Introduction, Fundamental Concepts, and Hardware -- Chapter 1: Introducing GPU Computing -- Chapter 2: Designing a GPU Computing Strategy -- Chapter 3: Setting Up a GPU Computing Platform with NVIDIA and AMD -- Section 2: Hands-On Development with GPU Programming -- Chapter 4: Fundamentals of GPU Programming -- Chapter 5: Setting Up Your Environment for GPU Programming -- Chapter 6: Working with CUDA and PyCUDA -- Chapter 7: Working with ROCm and PyOpenCL -- Chapter 8: Working with Anaconda, CuPy, and Numba for GPUs -- Section 3: Containerization and Machine Learning with GPU-Powered Python -- Chapter 9: Containerization on GPU-Enabled Platforms -- Chapter 10: Accelerated Machine Learning on GPUs -- Chapter 11: GPU Acceleration for Scientific Applications Using DeepChem -- Appendix A -- Other Books You May Enjoy -- Index. 
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