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Performance Python:<br />
Practical Performant<br />
<strong>Programming</strong> for Humans<br />
Full <strong>Ebook</strong><br />
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Book details<br />
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Author : Micha Gorelick<br />
Pages : 370 pages<br />
Publisher : O Reilly Media 2014-09-20<br />
Language : English<br />
ISBN-10 : 1449361595<br />
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ISBN-13 : 9781449361594<br />
Book Synopsis<br />
Your Python code may run correctly, but you need it to run faster. By exploring the fundamental theory behind<br />
design choices, this practical guide helps you gain a deeper understanding of Python s implementation. You ll learn<br />
how to locate performance bottlenecks and significantly speed up your code in high-data-volume programs. How<br />
can you take advantage of multi-core architectures or clusters? Or build a system that can scale up and down<br />
without losing reliability? Experienced Python programmers will learn concrete solutions to these and other issues,<br />
along with war stories from companies that use high performance Python for social media analytics, productionized<br />
machine learning, and other situations.Get a better grasp of numpy, Cython, and profilers Learn how Python<br />
abstracts the underlying computer architecture Use profiling to find bottlenecks in CPU time and memory usage<br />
Write efficient programs by choosing appropriate data structures Speed up matrix and vector computations Use<br />
tools to compile Python down to machine code Manage multiple I/O and computational operations concurrently<br />
Convert multiprocessing code to run on a local or remote cluster Solve large problems while using less RAM