Applying Math with Python: Over 70 practical recipes for solving real-world computational math problems, 2nd Edition
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Applying Math with Python: Over 70 practical recipes for solving real-world computational math problems, 2nd Edition
The updated edition of Applying Math with Python will help you solve complex problems in a wide variety of mathematical fields in simple and efficient ways.
Applying Math with Python: Over 70 practical recipes for solving real-world computational math problems, 2nd Edition
Artikelnr.: 74233411

Applying Math with Python: Over 70 practical recipes for solving real-world computational math problems, 2nd Edition

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Wat opvalt

Practical Recipes
Offers over 70 hands-on recipes specifically designed to solve real-world computational math problems, making complex concepts accessible for learners and professionals alike.
Python Focused
Utilizes Python programming throughout the book, ensuring readers gain vital coding skills while applying them directly to solve mathematical challenges efficiently.
Updated Content
This second edition features enhanced examples and updated methodologies, ensuring users are equipped with the latest techniques in mathematical applications and computational problem-solving.

Productdetails

Shop Applying Math with Python: Over 70 practical recipes for solving real-world computational math problems, 2nd Edition online at a best price in Aruba. 1804618373
  • Discover easy-to-follow solutions and techniques to help you to implement applied mathematical concepts such as probability, calculus, and equations using Python's numeric and scientific librariesKey FeaturesCompute complex mathematical problems using programming logic with the help of step-by-step recipesLearn how to use Python libraries for computation, mathematical modeling, and statisticsDiscover simple yet effective techniques for solving mathematical equations and apply them in real-world statisticsBook DescriptionThe updated edition of Applying Math with Python will help you solve complex problems in a wide variety of mathematical fields in simple and efficient ways. Old recipes have been revised for new libraries and several recipes have been added to demonstrate new tools such as JAX.You'll start by refreshing your knowledge of several core mathematical fields and learn about packages covered in Python's scientific stack, including NumPy, SciPy, and Matplotlib. As you progress, you'll gradually get to grips with more advanced topics of calculus, probability, and networks (graph theory). Once you've developed a solid base in these topics, you'll have the confidence to set out on math adventures with Python as you explore Python's applications in data science and statistics, forecasting, geometry, and optimization. The final chapters will take you through a collection of miscellaneous problems, including working with specific data formats and accelerating code.By the end of this book, you'll have an arsenal of practical coding solutions that can be used and modified to solve a wide range of practical problems in computational mathematics and data science.What you will learnBecome familiar with basic Python packages, tools, and libraries for solving mathematical problemsExplore real-world applications of mathematics to reduce a problem in optimizationUnderstand the core concepts of applied mathematics and their application in computer scienceFind out how to choose the most suitable package, tool, or technique to solve a problemImplement basic mathematical plotting, change plot styles, and add labels to plots using MatplotlibGet to grips with probability theory with the Bayesian inference and Markov Chain Monte Carlo (MCMC) methodsWho this book is forWhether you are a professional programmer or a student looking to solve mathematical problems computationally using Python, this is the book for you. Advanced mathematics proficiency is not a prerequisite, but basic knowledge of mathematics will help you to get the most out of this Python math book. Familiarity with the concepts of data structures in Python is assumed.Table of ContentsAn Introduction to Basic Packages, Functions, and ConceptsMathematical Plotting Using MatplotlibCalculus and differential equationsWorking with randomnessTrees and networksWorking with data and statisticsRegression and forecastingGeometric problemsFinding optimal solutionsImproving your productivity
Publisher Packt Publishing
Publication date December 9, 2022
Edition 2nd ed.
Language English
Print length 376 pages
ISBN-10 1804618373
ISBN-13 978-1804618370
Item Weight 1.42 pounds (640 grams)
Dimensions 7.5 x 0.85 x 9.25 inches (19.1 x 2.2 x 23.5 cm)

Voor wie is dit geschikt?

Suitable For
  • Students of Math

    Ideal for students needing practical applications of mathematical concepts integrated with Python programming skills.

  • Data Analysts

    Great for data analysts looking to enhance their computational skills to solve complex real-world problems efficiently.

  • Software Developers

    Useful for developers focusing on mathematical algorithms or simulations within their software development projects.

Not Suitable For
  • Complete Beginners

    Not suitable for users with no prior experience in Python programming or mathematical concepts.

PRODUCTBESCHRIJVING

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  • vraag: What topics are covered in 'Applying Math with Python - Second Edition'?

    antwoord: This book covers a variety of topics that merge mathematics with practical programming applications using Python. Readers will learn about numerical methods, statistical analysis, data visualization, and more. Each recipe addresses real-world problems, making the content highly applicable for students, educators, and professionals. For example, you can use the methods outlined in the book to analyze data trends or run simulations, which can be invaluable in fields such as engineering, finance, and data science.
  • vraag: Is this book suitable for beginners in programming?

    antwoord: Yes, 'Applying Math with Python - Second Edition' is well-suited for beginners. The authors assume no prior knowledge of programming, starting with foundational concepts before diving into more complex recipes. Each section builds upon the last, offering clear explanations and practical examples. Beginners who follow along can expect to develop essential Python skills alongside their mathematical understanding, making this an ideal starting point for anyone looking to blend these fields.
  • vraag: Are there any prerequisites for understanding the concepts in this book?

    antwoord: While a foundation in high school-level mathematics is beneficial, there are no strict prerequisites for this book. The authors provide explanations of mathematical concepts as they introduce them, ensuring accessibility to readers from various backgrounds. However, familiarity with basic programming concepts can enhance understanding. Those new to programming can focus on the Python syntax presented and refer to online resources for additional support as needed.
  • vraag: How practical are the recipes found in the book?

    antwoord: The recipes in 'Applying Math with Python - Second Edition' are designed to be highly practical, catering to real-world computational problems. Each recipe is a standalone solution applicable across various fields, including data science, finance, and engineering. For instance, you can utilize these recipes to automate calculations, analyze large datasets, or visualize mathematical models, saving time and increasing productivity in your projects or professional work.
  • vraag: Can I use the book for self-study?

    antwoord: Absolutely, this book is excellent for self-study. It is structured in a user-friendly manner, allowing readers to pick and choose which sections to explore based on their specific interests or needs. Each recipe is self-contained, which lets learners focus on particular mathematical challenges or programming techniques without needing to follow a linear path. This flexibility makes it a great resource for independent learners looking to enhance their skills in math and Python programming.
  • vraag: What versions of Python are compatible with this book?

    antwoord: The second edition of 'Applying Math with Python' primarily focuses on Python 3.x, ensuring that readers use the latest features and libraries available. This compatibility delivers a modern programming experience, as Python 2 has reached its end of life. Readers are encouraged to install the latest version of Python to utilize the examples and methodologies presented effectively. This update includes numerous enhancements that improve performance and ease of use.
  • vraag: How is this edition different from the first edition?

    antwoord: The second edition of 'Applying Math with Python' includes updated content, more practical examples, and additional recipes that reflect the latest advancements in both mathematics and Python programming. The authors have incorporated feedback from readers of the first edition to enhance clarity and usability. New chapters may cover topics like machine learning applications or enhanced data analysis techniques, making this edition a more comprehensive guide for learners.
  • vraag: Who is the target audience for this book?

    antwoord: The target audience for this book includes students, educators, and professionals who wish to apply computational math in their work. Whether you are a novice looking to learn Python or an experienced programmer seeking to bolster your math skills, this book caters to a diverse range of readers. Its practical approach ensures relevance for those in fields like finance, engineering, data analysis, or academia, making it a valuable resource across disciplines.
  • vraag: What are some real-world applications of the techniques in the book?

    antwoord: The techniques outlined in 'Applying Math with Python' have numerous real-world applications. For instance, statisticians can utilize the recipes for data analysis, programmers can automate complex calculations, and engineers can model and solve practical problems. Whether you are conducting a market analysis, creating financial forecasts, or simulating physical systems, the skills gained from this book will empower you to tackle complex mathematical challenges effectively.
  • vraag: Where can I buy 'Applying Math with Python - Second Edition'?

    antwoord: You can buy 'Applying Math with Python - Second Edition' on Ubuy. Ubuy provides a convenient platform for purchasing books and offers customers in Aruba a wide selection of educational resources. With its user-friendly interface and efficient service, Ubuy is an excellent choice for acquiring your copy of this valuable text.

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Applying Math with Python: Over 70 practical recipes for solving real-world computational math problems, 2nd Edition is an essential guide that presents a clear overview of fundamental Python packages, including NumPy, SciPy, and Matplotlib. This book is uniquely structured to provide both beginners and experienced programmers with practical solutions to complex mathematical problems in areas such as calculus, probability, and optimization. Readers have expressed appreciation for its straightforward language and the comprehensive nature of topics covered, making it a valuable resource for students and professionals alike. The updated edition features new recipes that utilize contemporary tools like JAX, ensuring relevance in the fast-evolving field of scientific programming.

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  • Comprehensive guide for computational math problems
  • Simple language accessible to all skill levels
  • Covers essential Python libraries like NumPy and SciPy
  • Includes practical examples and exercises throughout
  • Recommended for both students and professionals

Nadelen

  • Some may find the book slightly dense for beginners

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  • Over 70 practical recipes for solving real-world computational math problems
  • Learn how to implement applied mathematical concepts using Python's libraries
  • Explore topics such as calculus, probability, and optimization
  • Discover real-world applications of mathematics in data science and statistics
  • Suitable for both professional programmers and students
  • No advanced mathematics proficiency required

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