Details zum E-Book

Hands-On GPU Computing with Python. Explore the capabilities of GPUs for solving high performance computational problems

Hands-On GPU Computing with Python. Explore the capabilities of GPUs for solving high performance computational problems

Avimanyu Bandyopadhyay

E-book
GPUs are proving to be excellent general purpose-parallel computing solutions for high-performance tasks such as deep learning and scientific computing.
This book will be your guide to getting started with GPU computing. It begins by introducing GPU computing and explaining the GPU architecture and programming models. You will learn, by example, how to perform GPU programming with Python, and look at using integrations such as PyCUDA, PyOpenCL, CuPy, and Numba with Anaconda for various tasks such as machine learning and data mining. In addition to this, you will get to grips with GPU workflows, management, and deployment using modern containerization solutions. Toward the end of the book, you will get familiar with the principles of distributed computing for training machine learning models and enhancing efficiency and performance.
By the end of this book, you will be able to set up a GPU ecosystem for running complex applications and data models that demand great processing capabilities, and be able to efficiently manage memory to compute your application effectively and quickly.
  • 1. Introduction to GPU computing
  • 2. Designing A GPU Computing Strategy
  • 3. Setting up a GPU Computing Platform with NVIDIA and AMD
  • 4. Fundamentals of GPU programming
  • 5. Setting up your environment for GPU programming
  • 6. Working with PyCUDA
  • 7. Working with PyOpenCL
  • 8. Working with Anaconda and Anaconda Accelerate
  • 9. Containerization on GPU enabled platforms
  • 10. Machine Learning on GPUs: Use cases
  • 11. GPU Acceleration for Scientific Applications using Deepchem
  • Titel: Hands-On GPU Computing with Python. Explore the capabilities of GPUs for solving high performance computational problems
  • Autor: Avimanyu Bandyopadhyay
  • Originaler Titel: Hands-On GPU Computing with Python. Explore the capabilities of GPUs for solving high performance computational problems
  • ISBN: 9781789342406, 9781789342406
  • Veröffentlichungsdatum: 2019-05-14
  • Format: E-book
  • Artikelkennung: e_2auq
  • Verleger: Packt Publishing