Parallel and High Performance Programming with Python

Parallel and High Performance Programming with Python
Author :
Publisher : Orange Education Pvt Ltd
Total Pages : 377
Release :
ISBN-10 : 9789388590730
ISBN-13 : 9388590732
Rating : 4/5 (732 Downloads)

Book Synopsis Parallel and High Performance Programming with Python by : Fabio Nelli

Download or read book Parallel and High Performance Programming with Python written by Fabio Nelli and published by Orange Education Pvt Ltd. This book was released on 2023-04-13 with total page 377 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unleash the capabilities of Python and its libraries for solving high performance computational problems. KEY FEATURES ● Explores parallel programming concepts and techniques for high-performance computing. ● Covers parallel algorithms, multiprocessing, distributed computing, and GPU programming. ● Provides practical use of popular Python libraries/tools like NumPy, Pandas, Dask, and TensorFlow. DESCRIPTION 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. WHAT WILL YOU LEARN ● Build faster, smarter, and more efficient applications for data analysis, machine learning, and scientific computing ● Implement parallel algorithms in Python ● Best practices for designing, implementing, and scaling parallel programs in Python WHO IS THIS BOOK FOR? This book is aimed at software developers who wish to take their careers to the next level by improving their skills and learning about concurrent and parallel programming. It is also intended for Python developers who aspire to write fast and efficient programs, and for students who wish to learn the fundamentals of parallel computing and its practical uses. TABLE OF CONTENTS 1. Introduction to Parallel Programming 2. Building Multithreaded Programs 3. Working with Multiprocessing and mpi4py Library 4. Asynchronous Programming with AsyncIO 5. Realizing Parallelism with Distributed Systems 6. Maximizing Performance with GPU Programming using CUDA 7. Embracing the Parallel Computing Revolution 8. Scaling Your Data Science Applications with Dask 9. Exploring the Potential of AI with Parallel Computing 10. Hands-on Applications of Parallel Computing


Parallel and High Performance Programming with Python Related Books

Parallel and High Performance Programming with Python
Language: en
Pages: 377
Authors: Fabio Nelli
Categories: Computers
Type: BOOK - Published: 2023-04-13 - Publisher: Orange Education Pvt Ltd

DOWNLOAD EBOOK

Unleash the capabilities of Python and its libraries for solving high performance computational problems. KEY FEATURES ● Explores parallel programming concept
High Performance Python
Language: en
Pages: 469
Authors: Micha Gorelick
Categories: Computers
Type: BOOK - Published: 2020-04-30 - Publisher: O'Reilly Media

DOWNLOAD EBOOK

Your Python code may run correctly, but you need it to run faster. Updated for Python 3, this expanded edition shows you how to locate performance bottlenecks a
Parallel and High Performance Computing
Language: en
Pages: 702
Authors: Robert Robey
Categories: Computers
Type: BOOK - Published: 2021-08-24 - Publisher: Simon and Schuster

DOWNLOAD EBOOK

Parallel and High Performance Computing offers techniques guaranteed to boost your code’s effectiveness. Summary Complex calculations, like training deep lear
Parallel Programming with Python
Language: en
Pages: 173
Authors: Jan Palach
Categories: Computers
Type: BOOK - Published: 2014-06-25 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

A fast, easy-to-follow and clear tutorial to help you develop Parallel computing systems using Python. Along with explaining the fundamentals, the book will als
Python Parallel Programming Cookbook
Language: en
Pages: 286
Authors: Giancarlo Zaccone
Categories: Computers
Type: BOOK - Published: 2015-08-26 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Master efficient parallel programming to build powerful applications using Python About This Book Design and implement efficient parallel software Master new pr