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|a Introduction to computation and programming using Python /
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|a Revised and expanded edition
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|a Cambridge, Massachusetts :
|b The MIT Press,
|c [2013]
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|c ©2013
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|a xiv, 298 pages :
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|c 28 cm
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|a xiv, 298 pages ;
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|a Getting started -- Introduction to python -- Some simple numerical programs -- Functions, scoping, and abstraction -- structured types, mutability, and higher-order functions -- testing and debugging -- Exceptions and assertions -- Classes and object-oriented programming -- A simplistic introduction to algorithmic complexity -- Some simple algorithms and data structures -- Plotting and more about classes -- Stochastic programs, probability, and statistics -- Random walks and more about data visualization -- Monte Carlo simulation -- Understanding experimental data -- Lies, damned lies, and statistics -- Knapsack and graph optimization -- Dynamic programming -- A quick look at machine learning
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