Parallel and High Performance Programming with Python (2nd Edition): Transform Your Python Code into a High-Performance Powerhouse Using Multithreading, CUDA, PyTorch, Spark, and Dask
Sinopsis
Key Features
● Get a free one-month digital subscription to www.avaskillshelf.com
● Master end-to-end Python parallelism from multithreading and multiprocessing to distributed computing on GPUs, clusters, and the cloud.
● Accelerate real-world workloads using cutting-edge frameworks like Ray, Dask, PyTorch, Spark, Modin, Joblib, and CUDA.
● Deploy high-performance pipelines at scale with Kubernetes, serverless computing, FPGAs, and emerging quantum acceleration techniques.
Book Description
Python is the backbone for data science, AI, and cloud computing and the demand for speed and scalability has never been higher. That’s why mastering parallel and high-performance programming is essential to transform Python into a tool that meets modern performance demands.
Building on the success of the first edition, Parallel and High Performance Programming with Python (2nd Edition) expands and modernizes the original work, adding new frameworks, deployment patterns, and acceleration techniques for next-generation computing.
What you will learn
● Design and optimize high-performance Python applications using parallelism, concurrency, and async patterns.
● Profile, diagnose, and eliminate CPU, I/O, and memory bottlenecks for real-world workloads.
Table of Contents
1. Introduction to Parallel Programming
2. Parallel Programming with Threads
3. Parallel Programming with Processes
4. Asynchronous Programming
5. Distributed Python
6. GPU Programming with Python
7. Parallel Computing Applications
8. Parallel Computing for Data Science
9. Parallel Computing for Artificial Intelligence
10. Future of Parallel Programming
11. Modern Frameworks for Parallelism and Distribution: Ray and Modin
12. PySpark
13. Joblib
14. Parallelization on Cloud and Serverless Systems
15. Parallel Programming with FPGAs
16. Introduction to Quantum Computing and Quantum Architectures
Index
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Ficha Técnica
Editorial: Orange Education Pvt Ltd
ISBN: 9789349887145
Idioma: Inglés
Fecha de lanzamiento: 07/02/2026
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