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High Performance Python

High Performance Python Computer Science

High Performance Python

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Description
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
Product details
Binding:
Paperback
Edition:
2
Number of Pages:
468
Release Date:
2020-05-26
Publication Date:
2020-05-19
Publisher:
O'Reilly Media
Languages:
Original: English
ISBN10:
1492055026
ISBN13:
9781492055020
GPSR Manufacturer Reference:
Weight:
810 g
Height:
178 cm
Width:
234 cm
Thickness:
32 cm

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