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Julia High Performance: Optimizations, distributed computing, multithreading, and GPU programming with Julia 1.0 and beyond, 2nd Edition
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With Julia High Performance, you'll pick up the key essentials of Julia in no time.
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Produktdetaljer
- Develop high-performance programs in Julia 1.0 and beyond
- Learn characteristics of high-performance Julia code
- Utilize GPU for efficient numerical code
- Speed up computation with shared memory multithreading
- Understand Julia's distributed computing capabilities
- Suitable for beginners and intermediate Julia programmers
| Publisher | Packt Publishing |
| Publication date | June 10, 2019 |
| Edition | 2nd ed. |
| Language | English |
| Print length | 218 pages |
| ISBN-10 | 178829811X |
| ISBN-13 | 978-1788298117 |
| Item Weight | 13.4 ounces (379.89 grams) |
| Dimensions | 7.5 x 0.5 x 9.25 inches (19.1 x 1.3 x 23.5 cm) |
Hvem bør købe?
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Data Scientists
Ideal for data scientists seeking to harness high performance computing for large datasets using Julia programming.
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Software Developers
Perfect for developers looking to optimize applications and leverage GPU programming for enhanced performance.
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Academics & Researchers
Beneficial for academics needing advanced techniques in distributed computing for computational research projects.
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Beginners in Programming
Not suitable for beginners who have little to no programming experience or knowledge of Julia.
Produktbeskrivelse
Julia High Performance: Optimizations, distributed computing, multithreading, and GPU programming with Julia 1.0 and beyond, 2nd Edition
About This Item
Introducing the Julia High Performance: Optimizations, distributed computing, multithreading, and GPU programming with Julia 1.0 and beyond, 2nd Edition! Are you new to Julia and wondering what sets it apart and how it achieves remarkable performance? Look no further than the Julia High Performance book by Avik Sengupta. This comprehensive guide provides the answers you seek, enabling you to harness the power of Julia for optimal results. Avik Sengupta presents a concise and easy-to-follow set of chapters, filled with words like "performance" and "fast," showcasing the speed and simplicity of using Julia. With real-world examples that you can execute yourself, you'll quickly grasp the capabilities of this remarkable language. Get ready to delve into the world of Julia with Avik's guidance.
Learn about essential Julia concepts such as "JIT," "Multiple Dispatch," "type system," "generated functions," "CUDA," and "SIMD." By understanding Julia's design and mastering performance measurement, you'll gain a deep appreciation for its type system and unlock the potential of arrays, fast function calls, and efficient number handling. But it doesn't stop there. Julia High Performance also equips you with the knowledge to write parallel Julia programs, enabling you to leverage the full power of your hardware resources. Take your skills to the next level and be part of the vibrant and rapidly growing online community of Julia programmers. Behind this exceptional book is Avik Sengupta, Vice President of engineering at Julia Computing, a distinguished contributor to open-source Julia, and the maintainer of several Julia packages.
Avik's professional experience spans startups in the financial services and AI sectors, where he has developed complex trading systems for leading investment banks. With his expertise, Avik brings real-world perspective and practical insights to the table. Whether you're pursuing Julia for machine learning, big data analytics, parallel computing, high-performance algorithms, cluster computing, data analysis, data science, numerical computing, or GPU programming, Julia High Performance is the guide to propel your skills to new heights. Gain an understanding of the Julia programming language, its software development practices, cloud computing capabilities, and scientific computing applications.
Master statistical computing, optimize your Julia code, and explore data visualization possibilities. Join Alan Edelman, professor of Applied Mathematics, Computer Science, and AI Labs at MIT, in embracing the Julia language. With this transformative book, you'll acquire the essential knowledge, skills, and confidence to become a proficient Julia programmer. Welcome to the world of Julia. By reading Julia High Performance, you'll soon become a valuable member of our growing community, passionate about the possibilities that Julia unlocks.
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Egenskaber og fordele
- Julia High Performance book is a concise guide to understand Julia's design, measure performance and learn to write parallel programs.
- Easy-to-read concise chapters focus on Julia's high speed and easy usability with practical examples.
- You will appreciate Julia's type system during the learning process.
- There are computer science words that have become Julia words, easy to follow and learn.
- Written by Avik Sengupta, Vice President of engineering at Julia Computing and contributor to open source Julia.
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