Parallel and High Performance Programming with Python

Unlock parallel and concurrent programming in Python using multithreading, CUDA, Pytorch and Dask.

von Fabio Nelli

394 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

This book will teach you everything about the powerful techniques and applications of parallel computing, from the basics of parallel programming to the cutting-edge innovations shaping the future of computing. The book starts with an introduction to parallel programming and the different types of parallelism, including parallel programming with threads and processes. The book then delves into asynchronous programming, distributed Python, and GPU programming with Python, providing you with the tools you need to optimize your programs for distributed and high-performance computing. The book also covers a wide range of applications for parallel computing, including data science, artificial intelligence, and other complex scientific simulations. You will learn about the challenges and opportunities presented by parallel computing for these applications and how to overcome them. By the end of the book, you will have insights into the future of parallel computing, the latest research and developments in the field, and explore the exciting possibilities that lie ahead.TABLE OF CONTENTS 1. Introduction to Parallel Programming 2. Building Multithreaded Programs 3. Working with Multiprocessing and mpi4py Library4. Asynchronous Programming with AsyncIO5. Realizing Parallelism with Distributed Systems 6. Maximizing Performance with GPU Programming using CUDA7. Embracing the Parallel Computing Revolution8. Scaling Your Data Science Applications with Dask9. Exploring the Potential of AI with Parallel Computing10. Hands-on Applications of Parallel Computing

• Themen: Informatik und Informationstechnologie Informatik Rechnerarchitektur und Logik-Entwurf Parallelrechner, parallele Verarbeitung
• ISBN: 9789388590730
• Sprache: Englisch
• Erscheinungsdatum: 13.04.2023
• Größe: 235 x 191 mm
• Verlag: Orange Education Pvt Ltd