Parallel and High Performance Programming with Python - Unlock parallel and concurrent programming in Python using multithreading CUDA Pytorch and Dask

Fabio Nelli

Summary

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.DESCRIPTIONThis 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 PythonWHO 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 Library4. Asynchronous Programming with AsyncIO5. Realizing Parallelism with Distributed Systems 6. Maximizing Performance with GPU Programming using CUDA7. Embracing the Parallel Computing Revolution8. Scaling Your Data Science Applications with Dask9. Exploring the Potential of AI with Parallel Computing10. Hands-on Applications of Parallel ComputingAUTHOR BIO Fabio Nelli holds a Master's Degree in Chemistry and a Bachelor's Degree in IT and Automation Engineering. He currently works at various research institutes and private companies, where he delivers educational courses on data analysis and data visualization technologies. He contributes to writing articles on the web and writes in-depth books on the subject.

Available since: 08/23/2023.

Science & Technology

Other books that might interest you

Podcasting Made Simple

Harper Stevens

Podcasting Made Simple: A Guide on Mastering the Art of Podcasting. Discover Tips on How to Create and Market Your Own PodcastIn today's digital age, podcasting has become a popular and powerful tool for sharing ideas, building communities, and growing businesses. However, the thought of starting a podcast can be overwhelming for many people, especially if they're not tech-savvy or don't have prior experience in audio production.That's where this audiobook comes in. This audiobook will teach you everything you need to know to start your own podcast and make it a success. Whether you're a complete beginner or an experienced podcaster looking to level up your skills, this audiobook will guide you through the process in a clear, concise, and actionable way.This audiobook will cover the following topics:- The X factor that leaves listeners craving- The secret to creating an immersive parasocial relationship with your audience- Common Mistakes Podcasters Make When Trying to Monetize- The simple, straight forward guide to recording and editing- And many more!Whether you're passionate about a niche topic, want to share your story, or want to promote your business, podcasting can be a game-changer for you. So scroll up and click “add to cart” to download your copy today!

Show book

Unlocking FiveM: My 12-Month...

George "Cocoproteinshake" Younan

Unlocking FiveM: My 12-Month Journey to Success isn’t just another gaming story—it’s a masterclass in turning pure passion into a thriving empire. Follow George “Cocoproteinshake” Younan, the visionary behind SinCity, as he transforms from a frustrated FiveM player with zero coding experience into the creator of one of Australia’s most popular roleplay servers. In just one year, George built a bustling online community of 200 nightly players, 10,000+ Discord members, and tens of thousands of followers across Twitch and TikTok—all while staying true to his bedrock principles of fun, fairness, and community. 
Inside, you’ll discover how he overcame every obstacle—ruthless cheaters, crippling DDoS attacks, and the steep learning curve of server creation—by tapping into unstoppable determination and unwavering teamwork. Whether you’re a hardcore gamer yearning to start your own FiveM server or simply curious about what it takes to turn a big idea into a paying gig, George’s journey will show you the way. You’ll learn how to hire the right coders, build a loyal staff team, monetize without losing trust, and grow an online family that keeps coming back night after night.

Show book

Anatomy and Physiology For...

Leonel Travers

Discover the intricate wonders of the human body with Anatomy and Physiology For Students – the definitive college-level guide tailored specifically for life science and allied health majors. 
Dive deep into the machinery that runs the human body, from the minuscule cellular processes to the grand orchestration of the body's many systems. This comprehensive study guide bridges the gap between basic understanding and the intricate details, offering students both a foundational overview and an in-depth exploration of human anatomy and physiology. 
Inside, You Will Discover:Tailored Content: Designed with the specific needs of life science and allied health majors in mind, ensuring relevant and applicable knowledge.Rich Illustrations: Vibrant, detailed diagrams and images complement the text, offering visual learners an edge in understanding complex topics.Study Tools: End-of-chapter review questions, case studies, and practice quizzes help reinforce key concepts and prepare students for exams.Real-world Applications: Engage with clinical examples and insights, helping to relate academic knowledge to practical scenarios in the healthcare realm.Current & Comprehensive: Incorporates the latest advancements in the field, ensuring students are up-to-date with modern research and methodologies. 
\Whether you're an aspiring doctor, nurse, physiotherapist, or just passionate about understanding the human body, this guide is the key to unlocking a deeper appreciation and understanding of our incredible biological machinery. Equip yourself with the knowledge to excel in your courses and to forge a successful career in the life sciences. Dive into the captivating world of human anatomy and physiology with this indispensable guide today!

Show book

YouTube For Freelancers Bundle 2...

Anthony Holt, Stephen Shan

YouTube For Freelancers Bundle, 2 in 1 Bundle: The YouTube Formula and Make Money from YouTubeThere are plenty of ways to make money online but none quite like becoming a YouTube celebrity. Making money through YouTube means not only that you have a very stable source of large income without putting in that much work – but it also means accomplishing some measure of actual fame. If you make it big on YouTube, then people will recognize you in the street and it can even end up leading to other opportunities for your business. It takes a lot of time and effort involved in making a successful YouTube channel and chances are high that you won’t become an overnight success. Building a successful YouTube channel requires a blueprint so that you can stay on track.In this audiobook, you will learn everything you really need to know to be a massive success on YouTube. You  will learn what it takes to start a successful channel, how to build credibility, grow your subscriber base, and earn a lot of money from your channel.  This 2 in 1 bundle includes the following audiobooks:1. The YouTube Formula: Discover How to Crack the Code and Become a Big YouTube Celebrity! Learn All About Managing Your Channel, Creating Content and Many More!2. Make Money from YouTube: Learn The Proven Ways You Can Make Money From YouTube and Have a Successful YouTube ChannelIf you want to learn more, download your copy of YouTube For Freelancers 2 in 1 bundle today!

Show book

The Cancer Roadmap

Dr Liz O’Riordan

What is cancer? What causes it, and why do some people get it, while others don’t?
And with so much conflicting information now available – who can we really trust for sensible medical advice anyway?
‘We wholeheartedly recommend The Cancer Roadmap’ The Bone Cancer Research Trust
‘This book is essential, both a courageous no-nonsense companion and a comforting balm.’ Donna Ashworth
We all want certainty and hope for ourselves or those we love after a cancer diagnosis, but what we really need is honesty and truth.
In The Cancer Roadmap, breast cancer surgeon and three-time cancer patient Dr Liz O’Riordan confronts the big cancer truths (and myths), offering clear, evidence-based answers. She breaks down the latest research to give the facts you need to make informed treatment decisions that are right for you or your loved one.
She gives definitive answers to common questions such as:Is it your fault you got cancer?Do you need to stop drinking alcohol?Can you cure cancer by changing your diet?Does alternative medicine work better than chemo?
Dr Liz also suggests meaningful, practical steps to reduce the risk of future recurrence, even when the odds feel stacked against you.
Let her guide you through your cancer journey with confidence and clarity, and give you the best chance of your cure.
For fans of Kelly A. Turner (Radical Hope), James R. Doty (Mind Magic), Jane Mclelland (How to Starve Cancer ...without starving yourself), Deborah James (How to Live When You Could Be Dead), and Helen Bullen (Agnes, Bea, Cancer and Me).

Show book

Meditation for Anxiety and Stress

Ruminarration

Feeling overwhelmed by anxiety and stress? Looking for a way to find calm amidst the chaos? Discover the power of meditation with our audio program designed specifically for you. Imagine starting each day with a clear mind and a peaceful heart, ready to face any challenge. This program offers guided meditations that are easy to follow, helping you to relax and let go of tension. Whether you’re new to meditation or have some experience, these sessions are crafted to fit seamlessly into your daily routine. Picture yourself unwinding after a long day, feeling the stress melt away as you listen. With regular practice, you’ll notice a profound change in your ability to handle stress and anxiety. Let our soothing guidance lead you to a place of tranquility and balance. Take the first step towards a more peaceful life. Start your journey to relaxation and well-being today.

Show book