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Parallel and High Performance Programming with Python: Unlock parallel and concurrent programming in Python using multithreading, CUDA, Pytorch and Da

AUTHOR Nelli, Fabio
PUBLISHER Orange Education Pvt Ltd (04/13/2023)
PRODUCT TYPE Paperback (Paperback)

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.


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

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Product Format
Product Details
ISBN-13: 9789388590730
ISBN-10: 9388590732
Binding: Paperback or Softback (Trade Paperback (Us))
Content Language: English
More Product Details
Page Count: 394
Carton Quantity: 10
Product Dimensions: 7.50 x 0.81 x 9.25 inches
Weight: 1.49 pound(s)
Country of Origin: US
Subject Information
BISAC Categories
Computers | Programming - Parallel
Computers | Distributed Systems - Cloud Computing
Computers | Languages - Python
Descriptions, Reviews, Etc.
publisher marketing

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 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

Show More

Author: Nelli, Fabio
Fabio Nelli, is an IT Scientific Application Specialist at IRBM Science Park, a private research center in Pomezia, Roma (Italy). He has beena computer consultant for many years at IBM, EDS, Merck Sharp, and Dohme, along with several banks and insurance companies.He has an Organic Chemistry degree and many years of experience in Information technologies and Automation systems applied to Life Sciences (Tech Specialist at Beckman Coulter Italy and Spain).He is currently developing Java applications that interface Oracle databases with scientific instrumentations generating data and web server applications providing analysis of the results to researchers in real time.
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Paperback