| Description |
1 online resource (441 pages) |
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Programming languages (Electronic computers) |
| Physical Medium |
polychrome |
| Description |
text file |
| Summary |
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. |
| Contents |
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. |
| Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America |
| Subject |
Graphics processing units -- Programming.
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Graphics processing units. |
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Python (Computer program language)
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Python (Computer program language) |
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Systems analysis & design. |
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Parallel processing. |
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Graphical & digital media applications. |
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Computers -- Programming -- Parallel. |
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Computers -- Software Development & Engineering -- Systems Analysis & Design. |
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Computers -- Digital Media -- Graphics Applications. |
| Other Form: |
Print version: Bandyopadhyay, Avimanyu. Hands-On GPU Computing with Python : Explore the Capabilities of GPUs for Solving High Performance Computational Problems. Birmingham : Packt Publishing, Limited, ©2019 9781789341072 |
| ISBN |
1789342406 |
|
9781789342406 (electronic book) |
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