Iscriviti per leggere l'intero libro o leggi le prime pagine gratuitamente!

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

Fabio Nelli

Sinossi

Unleash the Full Power of Python to Run Faster Code, Scale Smarter, and Compute Without Limits.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 DescriptionPython 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.You’ll begin by mastering the core concepts of parallelism, threading, and multiprocessing, then move into asynchronous programming for responsive and efficient workloads. The book guides you through distributed Python across clusters, followed by deep dives into GPU acceleration using CUDA and PyTorch. You’ll explore real-world applications in data science and artificial intelligence, and learn how to scale pipelines seamlessly with Ray, Modin, and Spark.Advanced chapters introduce Joblib optimization, Kubernetes, and serverless scaling for cloud-native workloads, and cutting-edge topics such as FPGA acceleration and quantum computing, giving you a future-ready performance toolkit. Packed with hands-on examples, benchmarks, and deployment-ready best practices, this second edition helps you turn everyday Python into a high-performance, production-grade system.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.● Accelerate compute-intensive tasks using CUDA kernels, PyTorch tensors, NumPy vectorization, and GPU-enabled deep learning workflows.● Build and scale distributed systems seamlessly with Dask, Ray, Apache Spark, and Modin for massive data processing.● Deploy and orchestrate compute pipelines on Kubernetes, AWS Lambda, and Azure Functions for cost-efficient scalability.● Integrate advanced acceleration technologies like Joblib, FPGA workflows, and quantum simulation frameworks to stay ahead of the curve.Who is This Book For?This book is tailored for data scientists, machine learning engineers, Python developers, and backend programmers who need to boost performance and scalability in their applications. It also serves data and cloud engineers, DevOps/MLOps professionals, HPC specialists, and distributed systems developers building high-throughput pipelines. Technical architects, research engineers, and quantitative analysts will find advanced design patterns to optimize workloads across CPUs, GPUs, clusters, FPGAs, and serverless or quantum environments.Table of Contents1. Introduction to Parallel Programming2. Parallel Programming with Threads3. Parallel Programming with Processes4. Asynchronous Programming5. Distributed Python6. GPU Programming with Python7. Parallel Computing Applications8. Parallel Computing for Data Science9. Parallel Computing for Artificial Intelligence10. Future of Parallel Programming11. Modern Frameworks for Parallelism and Distribution: Ray and Modin12. PySpark13. Joblib14. Parallelization on Cloud and Serverless Systems15. Parallel Programming with FPGAs16. Introduction to Quantum Computing and Quantum Architectures Index

Disponibile da: 05/02/2026.

Lunghezza di stampa: 471 pagine.

Scienze e tecnologia

Altri libri che potrebbero interessarti

Holistic Herbal Protocol Book -...

Hope Greenfield

Discover the Ancient Art of Healing!
Are you looking for a practical guide to holistic health and well-being? This book blends ancient traditions with modern insights, offering a definitive resource for natural healing and wellness.
What You'll Discover:Healing Wisdom: Explore how herbs have been used for centuries to prevent illness, restore balance, and support health.Holistic Herbal Protocols: Step-by-step protocols for immunity, digestion, hormonal balance, mental clarity, and more.Everyday Herbal Medicine: Create a personalized herbal routine with practical tips.Preventive Herbal Care: Fortify your body’s natural defenses and promote longevity naturally.21-Day Wellness Journal Bonus: A guided journal to track your progress and set holistic goals.
Why Choose This Book?
This guide empowers you to embrace a natural, holistic lifestyle. Each herb is meticulously categorized, with details on its properties, traditional uses, and modern applications. Simple protocols allow you to incorporate herbal remedies for stress relief, vitality, and immune support into daily life.
Who Is This Book For?Health and Wellness Enthusiasts: Discover a natural path to well-being.Aspiring Herbalists: Build a solid foundation in herbal medicine.Natural Medicine Practitioners: Access practical herbal protocols.Anyone Seeking Balance: Transform your health with nature’s remedies.
Passionate about natural healing? This book is a holistic guide to wellness, combining ancient wisdom and nature’s gifts to improve your well-being.
Unlock the Power of Nature’s Remedies and Transform Your Health Today!

Mostra libro

Cryptocurrency Trading - The...

Ethan Harrington

Are you prepared to discover the keys to profitable cryptocurrency trading? Look nowhere else! We are pleased to provide "Cryptocurrency Trading: The Path to Trading Success- Strategies and Tools for Effective Cryptocurrency Trading," an essential book created to assist novice and seasoned traders in learning how to trade cryptocurrencies successfully.
You will dig into the fascinating world of cryptocurrencies in this thorough book, learning about their history, technology, and prospective influence on the global financial system. Discover cryptocurrencies' underlying ideas and principles and how they function in the decentralized digital space.
Learn about the diverse range of well-known cryptocurrencies that are currently dominating the market, from Bitcoin to Ethereum, and acquire insights into their distinctive features, use cases, and growth potential. Discover the most recent market-shaping developments, such as the DeFi revolution, NFTs, and institutional adoption.
After learning the basics of cryptocurrencies, you will dig into the practical aspects of trading. Learn how to set up a cryptocurrency wallet properly, select the best exchange, and manage your portfolio. Learn the fundamentals of technical analysis so that you may learn the important indicators, chart patterns, and trading techniques that will enable you to make wise judgments.
Learn how to use fundamental analysis to your trading strategy by becoming aware of the variables that affect cryptocurrency pricing and market sentiment. Learn how to use sentiment and news analysis to stay ahead of the market and place profitable trades.

Mostra libro

Machine Learning with Python...

Robert Francis

Dive into the fascinating realm of Machine Learning with 'Machine Learning with Python Guide for Beginners.' This comprehensive guide is crafted for individuals eager to embark on a journey into the dynamic field of machine learning using the versatile programming language, Python. 
'Machine Learning with Python Guide for Beginners' is your passport to mastering the art and science of machine learning with Python. Unlock the potential of data and algorithms, and empower yourself to make a lasting impact in the world of technology.

Mostra libro

Biodiversity Conservation - A...

David W. Macdonald

Extinction is a natural process. In geological time there have been several periods of mass extinction. One of these periods is unfolding right now but all the evidence suggests that current extinction rates are between a hundred and a thousand times greater than the background rate. To put this in to context, a quarter of all known mammalian species is at risk. The current extinction crisis is unique, because it is caused by the impact of one species, humans, on all others. This acceleration of species loss, and the much more widespread reductions in the populations of many species, is not merely a tragedy in aesthetics, it is also a threat to the quality of human life, indeed to the entire human enterprise. 
 
 
 
Biodiversity, the diversity of life, is not only fascinating and beautiful, it is the engine of all the world's natural cycles, and the source of many of the resources on which humanity depends. Concern about biodiversity conservation is, therefore, not merely the preoccupation of a few enthusiastic naturalists—it is the lifeline business of everybody. 
 
 
 
David Macdonald introduces the concept of biodiversity and the basic biological processes that it involves—evolutionary, ecological, and behavioral. He considers the various threats to biodiversity, their impacts, and some of the solutions to the problems.

Mostra libro

3D-Printing Houses

Martin Drake

3D printing is transforming industries worldwide, and construction is no exception. As housing shortages and high building costs continue to challenge communities, 3D-printed homes offer a promising solution. This technology enables faster, more affordable, and adaptable construction, making homeownership and safe housing accessible to more people. By automating traditional processes, 3D printing redefines what's possible in construction—reducing waste, customizing designs, and speeding up building times. This book explores the groundbreaking impact of 3D printing on housing, highlighting its potential to revolutionize construction, improve affordability, and reshape the future of urban and rural living.
3D printing, also known as additive manufacturing, is reshaping the construction industry by introducing innovative approaches to building homes, offices, and infrastructure. Traditionally used in manufacturing and prototyping, 3D printing has now evolved into a reliable construction method that involves layering material to create structures, walls, and entire buildings from digital models. This technology allows construction companies to bypass many of the labor-intensive processes typically associated with conventional building techniques, offering an efficient, cost-effective, and flexible approach to construction.
In 3D printing for construction, materials like concrete, mortar, and specialized compounds are extruded layer by layer, following a precise digital design that directs robotic arms or large-scale printers. These printers can operate continuously, producing walls, floors, and structural elements at a faster pace than manual construction. As a result, 3D printing not only reduces the time required to build but also significantly decreases labor costs, as fewer workers are needed on-site. Projects that once took months can now be completed in weeks or even days, depending on the scale of the building.

Mostra libro

CISSP SIMPLIFIED: Secrets to...

Cedric Ashworth

CISSP SIMPLIFIED: Secrets to Effortless Cybersecurity Success Unveiled
⭐⭐ Simplified Guide & Explanations Included ⭐⭐
Are you eager to advance your career and reinforce your knowledge in cybersecurity for the upcoming CISSP Exam?
Searching for an all-encompassing resource to equip you with everything you need to excel in the CISSP Certification?
Your quest ends here!
This guide is your ultimate companion for enhancing your understanding, honing your skills, and engaging in practical exercises. With this resource, you're set for success.
Updated for the CISSP Exam Structure 2024-2025.
Key features of this comprehensive guide:
- Deep insights into the CISSP Certification
- Detailed explanation of cybersecurity fundamentals
- Effective strategies for exam preparation and problem-solving
Our guide stands out due to its thorough coverage, which is crucial for your success on the exam. We're not just glossing over concepts; we dive into them with clarity and precision.
Please note that this guide operates independently and is not affiliated with any official CISSP organization.
Crafted with a clear layout and straightforward language, our CISSP Exam Guide ensures seamless transitions between topics. Say farewell to complex jargon and embrace content that is clear, precise, and technically accurate.
So, why delay? Click the BUY NOW button, grab your guide, and embark on your journey toward CISSP Exam success!
Unlock your potential in cybersecurity with practical insights.

Mostra libro