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Scientific Computation: Python Hacking for Math Junkies, by Bruce E Shapiro
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This is a book about hacking, but not just any kind of hacking. It is about mathematical hacking, or scientific computing. If you like math and want to use computers to do math or solve mathematical problems, then this book is the for you.
This is version 3, which includes over 80 additional pages, with extensive additions on Python classes, iPython, magic functions, random numbers, and probability and statistics. The emphasis througout the text is on programming in the iPython notebook.
Part I gives an introduction to programming, the Python shell, and using iPython notebooks.
Part II gives a thorough tour of the Python language. Topics include data types, simple statements, assignments, conditionals, loops, list comprehension, sorting, Numpy, pyplot, using dictionaries, functions, classes, functional programs, lambda functions, and recursion.
Part III gives applications, including probability and statistics, and topics from machine learning such as clustering, linear regression, logistic regression and principal component analysis. Other topics include image analysis, the singular value decomposition, solving initial value problems, discrete systems, fractals, estimating pi, geographic maps, and satellite orbit analysis.
Over 300 problems are included that can be used for student programming projects.
No programming background required. Some basic understanding of math through calculus expected for the applications.
- Sales Rank: #129096 in Books
- Published on: 2015-01-11
- Original language: English
- Number of items: 1
- Dimensions: 10.00" h x 1.24" w x 7.00" l, 1.74 pounds
- Binding: Paperback
- 548 pages
Most helpful customer reviews
9 of 9 people found the following review helpful.
because it looked fun. And it is
By Paul Dulaney
I bought this book kind of on a whim, because it looked fun. And it is. In fact, I think of it as a marriage of the Unix geek ethos with The Whole Earth Catalog (for those of you old enough to know what that is) with the Flying Circus of Physics thrown in. This guy loves what he's talking about, and is smart enough that he doesn't feel he has to impress you with his brilliance -- he just wants you to understand and enjoy.
5 of 5 people found the following review helpful.
Fun with Math and Python
By Sampath Kumar Singamsetty
This is a great little book on mathematical and scientific implementation using python. Though not exhaustive, the author touches several common areas of computational math and provides good code snippets and algorithms for the same. The explanation is very clear and interesting. Its a nice book to have in your shelf especially if you are interested in mathematics and artificial intelligence. The famous numpy and matplotlib packages of python were used almost everywhere.
All the code was implemented in python 2.7, would have been better if python 3.X was used, Apart from that this book is worth the price and time.
2 of 2 people found the following review helpful.
Great book with typos.
By Jared Turner
Awedome, fun book. Lots of interesting projects. Great as an intro to python and scientific computing for the mathematically inclined. The exposition is witty and entertaining. Although, there are a lot of typos, mostly obvious, occurring a few times in every chapter.
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