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High Performance Python - Practical Performant Programming for Humans (Paperback, 2nd edition)
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High Performance Python - Practical Performant Programming for Humans (Paperback, 2nd edition)
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Your Python code may run correctly, but you need it to run faster.
Updated for Python 3, this expanded edition shows you how to locate
performance bottlenecks and significantly speed up your code in
high-data-volume programs. By exploring the fundamental theory
behind design choices, High Performance Python helps you gain a
deeper understanding of Python's implementation. How do you take
advantage of multicore architectures or clusters? Or build a system
that scales up and down without losing reliability? Experienced
Python programmers will learn concrete solutions to many issues,
along with war stories from companies that use high-performance
Python for social media analytics, productionized machine learning,
and more. Get a better grasp of NumPy, Cython, and profilers Learn
how Python abstracts the underlying computer architecture Use
profiling to find bottlenecks in CPU time and memory usage Write
efficient programs by choosing appropriate data structures Speed up
matrix and vector computations Use tools to compile Python down to
machine code Manage multiple I/O and computational operations
concurrently Convert multiprocessing code to run on local or remote
clusters Deploy code faster using tools like Docker
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