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  • Modeling and Simulation in Python: An Introduction for Scientists and Engineers

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Modeling and Simulation in Python: An Introduction for Scientists and Engineers

by Allen B. Downey (Author) Format: Paperback
4.4 out of 5 stars (48)
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Modeling and Simulation in Python teaches readers how to analyze real-world scenarios using the Python programming language, requiring no more than a background in high school math.

Modeling and Simulation in Python is a thorough but easy-to-follow introduction to physical modeling—that is, the art of describing and simulating real-world systems. Readers are guided through modeling things like world population growth, infectious disease, bungee jumping, baseball flight trajectories, celestial mechanics, and more while simultaneously developing a strong understanding of fundamental programming concepts like loops, vectors, and functions.

Clear and concise, with a focus on learning by doing, the author spares the reader abstract, theoretical complexities and gets right to hands-on examples that show how to produce useful models and simulations.
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  1. ISBN-10
    1718502168
  2. ISBN-13
    978-1718502161
  3. Publisher
    No Starch Press
  4. Publication date
    May 30, 2023
  5. Language
    English
  6. Dimensions
    7.88 x 0.69 x 9.19 inches
  7. Print length
    280 pages
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From the Publisher

Copy of Modeling and Simulation in Python on black background with No Starch Press logo
Review of Modeling and Simulation in Python on black background
Review of Modeling and Simulation in Python on black background
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About the Author

Allen Downey is a Staff Scientist at DrivenData and Professor Emeritus at Olin College, where he taught Modeling and Simulation and other classes related to software and data science. He is the author of several textbooks, including Think Python, Think Bayes, and Elements of Data Science. Previously, he taught at Wellesley College and Colby College. He received his Ph.D. in computer science from the University of California, Berkeley in 1997. His undergraduate and master's degrees are from the Civil Engineering department at MIT. He is the author of Probably Overthinking It, a blog about data science and Bayesian statistics.

No Starch Press logo. A black circle with a white iron and a star in the center.

About the Publisher

No Starch Press has published the finest in geek entertainment since 1994, creating both timely and timeless titles like Python Crash Course, Python for Kids, How Linux Works, and Hacking: The Art of Exploitation. An independent, San Francisco-based publishing company, No Starch Press focuses on a curated list of well-crafted books that make a difference. They publish on many topics, including computer programming, cybersecurity, operating systems, and LEGO. The titles have personality, the authors are passionate experts, and all the content goes through extensive editorial and technical reviews. Long known for its fun, fearless approach to technology, No Starch Press has earned wide support from STEM enthusiasts worldwide.

Editorial Reviews

Review

"An excellent choice for students and professionals alike . . . Straightaway, the book takes us into modeling, using basic Python concepts. With each chapter more complex modeling use cases and language features are being introduced. . . . I like the way A. Downey combined teaching modeling with building Python development skills. It is, in my view, a very effective (and more enjoyable) way of learning."
—Peter Schmidt, host of the Code for Thought podcast and Senior Software Engineer at University of College London

"Modeling and Simulation in Python is an introduction to physical modeling using a computational approach . . . making it possible to work with more realistic models than what you typically see in a first-year physics class."
—Python Kitchen

“Downey’s top-down approach, context-rich and motivating, dramatically lowers the barrier to gaining literacy in programming and explicitly and insightfully teaches modeling. . . . I’m grateful for this book.”
—Phat Vu, Director of the Science & Mathematics Program, Soka University of America

“An impressive introduction to physical modeling and Python programming, featuring clear, concise explanations and examples. . . . perfect for readers of any level.”
—Christian Mayer, founder of the Coding Academy Finxter.com and author of Python One-Liners

“Downey uses a combination of Python, calculus, bespoke helper functions, and easily accessible online materials to model a diverse and interesting set of simulation projects. In the process, he presents a practical and reusable framework for modeling dynamical systems with Python.”
—Lee Vaughan, former Senior Principal Scientist for Geological Modeling at ExxonMobil and author of Python Tools for Scientists, Real-World Python, and Impractical Python Projects

“Provides a wealth of instructive examples of all kinds of modeling. . . .  a valuable textbook for classes on scientific computation or guide to exploration for interested amateurs.”
—Bradford Tuckfield, author of Dive into Algorithms and Dive Into Data Science

"An ideal introduction to Python and its predictive applications, [Modeling and Simulation in Python] is comprehensive, exceptionally well organized, and thoroughly 'user friendly' in presentation."
—Midwest Book Review

"It’s a lovely book that doesn’t take long to read, while managing to cover lots of different ideas...Definitely worth a read if you want to play around modeling some equations."
—Frances Buontempo, The Magazine of the ACCU

"Through a blend of accessible science and practical examples, Downey's book demystifies the complex world of simulations, offering readers an invaluable arsenal of modeling techniques. With Python at its core, this guide illuminates the path from theory to application, making it an essential resource for anyone looking to master the art of simulation in science and technology."
—c't Magazin

About the Author

Allen Downey is a Staff Scientist at DrivenData and Professor Emeritus at Olin College, where he taught Modeling and Simulation and other classes related to software and data science. He is the author of several textbooks, including Think Python, Think Bayes, and Elements of Data Science. Previously, he taught at Wellesley College and Colby College. He received his Ph.D. in computer science from the University of California, Berkeley in 1997. His undergraduate and master's degrees are from the Civil Engineering department at MIT. He is the author of Probably Overthinking It, a blog about data science and Bayesian statistics.

Product details

  • Publisher ‏ : ‎ No Starch Press
  • Publication date ‏ : ‎ May 30, 2023
  • Language ‏ : ‎ English
  • Print length ‏ : ‎ 280 pages
  • ISBN-10 ‏ : ‎ 1718502168
  • ISBN-13 ‏ : ‎ 978-1718502161
  • Item Weight ‏ : ‎ 13 ounces
  • Dimensions ‏ : ‎ 7.88 x 0.69 x 9.19 inches
  • Best Sellers Rank: #472,027 in Books (See Top 100 in Books)
  • Customer Reviews:
    4.4 out of 5 stars (48)

About the author

Follow authors for new release and deal updates, plus improved recommendations. See updates from all followed authors in Your Books.
Allen Downey

Allen Downey

Brief content visible, double tap to read full content.
Full content visible, double tap to read brief content.

Allen Downey is a Professor Emeritus at Olin College and Principal Data Scientist at PyMC Labs. He is the author of several books related to programming and data science, including Probably Overthinking It, Think Python, Think Stats, and Think Bayes. The idea behind these books is that if you know how to program, you can use that skill to learn other things.

Allen has a Ph.D. from U.C. Berkeley and M.S. and B.S. degrees from MIT. He has taught at Olin College, Colby College and Wellesley College.

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