Rejoignez-nous pour un voyage dans le monde des livres!
Ajouter ce livre à l'électronique
Grey
Ecrivez un nouveau commentaire Default profile 50px
Grey
Abonnez-vous pour lire le livre complet ou lisez les premières pages gratuitement!
All characters reduced
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 - cover

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

Maison d'édition: Orange Education Pvt Ltd

  • 0
  • 0
  • 0

Synopsis

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
Disponible depuis: 05/02/2026.
Longueur d'impression: 471 pages.

D'autres livres qui pourraient vous intéresser

  • Data Science Blueprint: Building Your Path to Analytical Mastery - Strategies Tools and Techniques for Harnessing Data Insights - cover

    Data Science Blueprint: Building...

    Sophia Rodriguez

    • 0
    • 0
    • 0
    As data becomes increasingly commonplace in today's world, "Data Science Blueprint: Building Your Path to Analytical Mastery" offers a thorough manual for both aspiring and experienced data scientists. This book offers a comprehensive grasp of data science's concepts, methods, and applications, demystifying the field's complexity. 
    This book covers every aspect of data science, from basic vocabulary and principles to more complex subjects like deep learning and reinforcement learning. It covers fundamental topics such as programming, data acquisition, data cleaning, statistics, and mathematics, ensuring users are prepared to manage the entire data science workflow. 
    By delving into the practical aspects of supervised and unsupervised learning, model evaluation, optimization, and deployment, the book ensures that you gain hands-on expertise. Real-world case studies from diverse sectors, such as healthcare, banking, retail, and transportation, not only underscore the transformative power of data science but also provide concrete examples of its application, making the book's content immediately applicable to your work. 
    The "Data Science Blueprint" underscores the importance of continuous learning and development in the rapidly evolving field of data science. It equips you with strategies to stay abreast of new tools and technologies, ensuring your continuous professional growth and relevance in this dynamic field. 
    "Data Science Blueprint: Building Your Path to Analytical Mastery" is a priceless tool, regardless of where you are in your data science career or how advanced you want to get. By integrating theoretical knowledge with practical insights and real-world applications, this book gives you the tools you need to become a competent and influential data scientist, prepared to take on the challenges of the data-driven world of the future. 
     
    Voir livre
  • Maximizing Lead Generation - cover

    Maximizing Lead Generation

    Rosaline Herman

    • 0
    • 0
    • 0
    Maximizing Lead Generation: Discover the Secrets on How to Build a Healthy Mailing List That Can Help Boost Your Business Just in case you have been in this industry for long enough, we are absolutely sure you have already heard a great deal about how the REAL money is in your list. The money lies in the relationship you built with your list. The trust you were able to gain with your list is the key to success. But you will essentially need a strong and long email list and you have to be able to use it properly to make any real profits out of it.This audiobook will teach you all the steps on how to build a successful mailing list. You will learn how to get started to how to build a massive list that will help boost your sales.This audiobook will cover the following topics:- Building your Mailing List- Getting Started- List Building Secrets- Benefits of a healthy mailing list for your business- And many more!Although theoretically, list building may sound pretty simple, in practice the list building process can be quite tricky if you don’t know what you're doing. That’s why you need a reliable guide to walk you through it. To learn more, scroll up and click “add to cart” now!
    Voir livre
  • Outsmart the Digital SAT - An SAT Coach's AI Prompt System for Maximum Score Gains - cover

    Outsmart the Digital SAT - An...

    Sebastian Meza

    • 0
    • 0
    • 0
    Most students prepare for the SAT the same way: 
    More practice. More time. More effort. 
    And yet… scores often don’t reflect it. 
    After scoring a 1490 on the SAT and earning a full-ride scholarship to the University of Central Florida, I noticed something that didn’t make sense: 
    Some of the smartest students I knew—straight-A students—were scoring in the 1200s. 
    That one test was limiting their college options and scholarships. 
    It felt incredibly unfair. 
    And it revealed a deeper truth: 
    The SAT isn’t about working harder. It’s about working with the right system. 
    In Predictable SAT Results Using AI, you’ll learn how to replace guesswork with a clear, structured approach that combines proven learning science with the power of AI. 
    Inside, you’ll discover: 
    ✔ How to identify your child’s highest-impact weaknesses 
    ✔ A simple system to analyze mistakes and improve faster 
    ✔ AI prompts you can use immediately for targeted practice 
    ✔ A clear method to track progress with confidence 
    Go from confusion → clarity… 
    From guessing → predictable results. 
    Because with the right approach, SAT success is not random.
    Voir livre
  • Defensive Security Handbook - Best Practices for Securing Infrastructure (2nd Edition) - cover

    Defensive Security Handbook -...

    Lee Brotherston, Amanda Berlin,...

    • 0
    • 0
    • 0
    Despite the increase of high-profile hacks, record-breaking data leaks, and ransomware attacks, many organizations don't have the budget for an information security (InfoSec) program. If you're forced to protect yourself by improvising on the job, this pragmatic guide provides a security-101 handbook with steps, tools, processes, and ideas to help you drive maximum-security improvement at little or no cost. 
     
     
     
    Each chapter in this book provides step-by-step instructions for dealing with issues such as breaches and disasters, compliance, network infrastructure, password management, vulnerability scanning, penetration testing, and more. Network engineers, system administrators, and security professionals will learn how to use frameworks, tools, and techniques to build and improve their cybersecurity programs. 
     
     
     
    This book will help you plan and design incident response, disaster recovery, compliance, and physical security; learn and apply basic penetration testing concepts through purple teaming; conduct vulnerability management using automated processes and tools; and use IDS, IPS, SOC, logging, and monitoring. You'll also bolster Microsoft and Unix systems, network infrastructure, and password management; use segmentation practices and designs to compartmentalize your network; and reduce exploitable errors by developing code securely.
    Voir livre
  • Country Living: The Ultimate Guide to Homesteading Beekeeping Raising Livestock and Achieving Self-Sufficiency in the Countryside - cover

    Country Living: The Ultimate...

    Dion Rosser

    • 0
    • 0
    • 0
    Embark on a transformative journey to a self-sufficient rural lifestyle! 
    Are you interested in changing your life? 
    Have you heard people talking about the joys of homesteading and wondered if it’s the life for you? 
    Do you want to learn how to plan and budget for your homestead? 
    People have been homesteading since the 1800s, when land was freely given to people, provided they paid a small fee to register the land in their name, live there, and improve the land. Now, it’s a common way of life, a life many people actively choose to live to change their lives for the better. 
    It’s not as simple as buying a piece of land, building a house, and living a life away from society. It is far more involved than that, and succeeding requires hard work, diligence, and a lot of sweat and tears.  
    In this audiobook, you will:Discover what homesteading is and the joys it can bringLearn how to plan your homestead and budget for itLearn all about sustainable and off-grid livingLearn to build a home and set up a gardenDiscover how to harvest and use your fruit and vegetables to make food for you and your familyLearn how to keep livestock.Learn about beekeepingLearn how to preserve food 
    Homesteading requires a lot of hard work and effort, but it can bring you a lot of joy. By discovering how to plan and budget for your homestead and learning about living off-the-grid, you’ll be able to experience the joy of homesteading in no time! 
    If this kind of life appeals to you, scroll up, click the “add to cart” button, and embark on the journey of a lifetime, one you will never regret. 
    Voir livre
  • Global hydrogen trade to meet the 15°C climate goal: Part I – Trade outlook for 2050 and way forward - cover

    Global hydrogen trade to meet...

    Irena International Renewable...

    • 0
    • 0
    • 0
    This report explores key actions and milestones in relation to market creation, infrastructure and regulation, certification, technology, cost gaps and financing.
    Voir livre