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Item #:
19102479
Julia 1.0 Programming Cookbook: Over 100 numerical and distributed computing recipes for your daily data science workflow
Item #:
19102479
SAR 167
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Przemyslaw Szufel and Bogumil Kaminski are experienced researchers with proven track records in the field of computational science and mathematical modeling for economic and business applications.
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What Stands Out
Comprehensive Recipes
Offers over 100 practical recipes tailored for numerical and distributed computing, making it an invaluable resource for data scientists tackling diverse challenges in their daily workflows.
Targeted Audience
Designed specifically for data scientists and Julia programmers, addressing their unique needs with clear examples and solutions to common programming challenges in data analysis.
Efficient Workflows
Facilitates streamlined data science workflows by providing efficient methodologies and techniques for parallel computing, enhancing productivity and speed in data processing tasks.
Product Details
- Written by Przemyslaw Szufel, Assistant Professor at Warsaw School of Economics, and Bogumil Kaminski, Associate Professor at Warsaw School of Economics and Adjunct Professor at Data Science Laboratory, Ryerson University, Toronto
- Focused on providing over 100 numerical and distributed computing recipes for daily data science workflow in Julia 1.0 programming
- Authors' research interests include distributed systems, large-scale simulations, optimization, operations research, and computational social science
- Authors have extensive experience in deployment of large-scale advanced analytics solutions for industry and public administration
- Includes practical insights and methods for execution of large-scale simulations in the cloud and distributed computational environments
- Features Open Source tools for high performance and numerical simulation developed by the authors
| Publisher | Packt Publishing |
| Publication date | November 29, 2018 |
| Language | English |
| Print length | 460 pages |
| ISBN-10 | 1788998367 |
| ISBN-13 | 978-1788998369 |
| Item Weight | 1.73 pounds (780 grams) |
| Dimensions | 7.5 x 1.04 x 9.25 inches (19.1 x 2.6 x 23.5 cm) |
Who Should Buy?
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Data Scientists
Offers practical recipes for efficient numerical computations essential for data analysis and visualization tasks in data science.
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Developers
Provides insights into Julia's syntax and capabilities, making it easier for developers transitioning from other programming languages.
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Researchers
Equips researchers with high-performance computing techniques and tools for advancing scientific computing and data analysis projects.
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Beginners
Beginners may struggle with the advanced concepts covered in the cookbook without prior programming or data science knowledge.
Product Description
Julia 1.0 Programming Cookbook: Over 100 numerical and distributed computing recipes for your daily data science workflow
About This Item
The Julia 1.0 Programming Cookbook is the perfect companion for data science enthusiasts and programmers alike. Packed with over 100 recipes, this cookbook serves as a comprehensive guide to utilizing the Julia programming language for numerical and distributed computing in your daily data science workflow. Whether you are a beginner or an experienced programmer looking to expand your skill set, this cookbook has something for everyone. With its clear and concise explanations, you will quickly grasp the fundamental concepts of Julia programming and become proficient in implementing numerical and distributed computing tasks. Unlock the power of Julia's high-level syntax and extensive libraries as you explore various topics such as data manipulation, statistical analysis, machine learning, and more.
Each recipe is carefully crafted to address common challenges faced by data scientists, ensuring that you have the tools you need to tackle real-world problems. What sets this cookbook apart is its focus on efficiency and scalability. With Julia, you can harness the full potential of your hardware, making it an ideal choice for computationally intensive tasks. The distributed computing recipes offered in this cookbook will guide you in leveraging Julia's parallel computing capabilities to maximize performance and speed up data processing. Whether you want to perform complex numerical calculations, analyze large datasets, or build advanced machine learning models, the Julia 1.0 Programming Cookbook is your go-to resource.
Let this cookbook be your guide as you unlock the full potential of Julia and revolutionize your data science workflow. Take your data science skills to the next level with the Julia 1.0 Programming Cookbook. Start exploring the world of Julia programming, and empower yourself to tackle even the most challenging data science projects.
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Customer Questions & Answers
-
Question:
What is the field of research of Przemyslaw Szufel and Bogumil Kaminski?
Answer: They are focused on computational science and mathematical modeling for economic and business applications. -
Question:
What is the experience level of the authors?
Answer: Both authors are experienced researchers with proven track records in the field. -
Question:
What is the involvement of the authors in open source development?
Answer: They are committed to open source development and have contributed to several open source tools for high performance and numerical simulation.
Tools Editorial Review
**Editorial Review of Julia 1.0 Programming Cookbook** The "Julia 1.0 Programming Cookbook" aims to equip data scientists with over 100 practical recipes for numerical and distributed computing, promising to enhance their everyday workflows. However, customer reception reveals a mixed experience for users engaging with this resource. The authors have a reputable background and are involved in the Julia community, but this offering fell short for many Prospective readers. Critics highlighted an oversight in inclusivity, specifically the book's lack of coverage for iOS and macOS systems, which are prevalent in technical computing environments, particularly in the U.S. Early chapters of the book have been criticized for jumping into complex topics without adequate foundational explanations. For instance, the second chapter quickly introduces array functions without thoroughly explaining array basics or function definitions, which could alienate beginners. The progression of topics also raised concerns, with essential concepts being introduced too late. Examples provided often appear overly complex or irrelevant early in the manuscript, while clarity and organization seem lacking when compared to similar works by other publishers. Despite these criticisms, a portion of the readership found value in specific chapters. For more experienced users, particularly in research settings, the book offered substantial insights, especially in implementing numerical routines effectively and scaling simulations across multiple cores and nodes. Chapters focused on numerical computing and distributed computing were particularly praised for their practical approach, making it easier to harness Julia's capabilities in complex settings. Customers seeking a comprehensive guide with a methodical approach to Julia programming might leave disappointed. However, those with a basic understanding of the language may find the recipes serve as useful additions to their coding toolkit. In summary, while the "Julia 1.0 Programming Cookbook" includes valuable information for advanced users, it could benefit from better organization and clarity for a wider audience. **
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Pros
- Contains practical recipes for numerical and distributed computing.
- Offers valuable insights into scaling computations efficiently with Julia.
- Some chapters have received praise for their practical approach and relevance to real-world scenarios.
Cons
- Lacks coverage for iOS and macOS systems, limiting its accessibility.
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Features & Benefits
- Authors are experienced researchers
- Proven track records in computational science and mathematical modeling
- Expertise in economic and business applications
- Active contributors to research community
- Committed to open source development
- Contribute to academic journals as editors and reviewers
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