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High Performance Python, 3rd Edition: Practical Performant Programming for Humans by Micha Gorelick, Ian Ozsvald ISBN 9781098165963, 1098165969 instant download

  • SKU: EBN-238222898
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Instant download (eBook) High Performance Python, 3rd Edition: Practical Performant Programming for Humans after payment.
Authors:Micha Gorelick, Ian Ozsvald
Pages:524 pages
Year:2025
Edition:3
Publisher:O'Reilly Media
Language:english
File Size:9.84 MB
Format:pdf
ISBNS:9781098165963, 1098165969
Categories: Ebooks

Product desciption

High Performance Python, 3rd Edition: Practical Performant Programming for Humans by Micha Gorelick, Ian Ozsvald ISBN 9781098165963, 1098165969 instant download

Your Python code may run correctly, but what if you need it to run faster? This practical book shows you how to locate performance bottlenecks and significantly speed up your code in high-data-volume programs. By explaining the fundamental theory behind design choices, this expanded edition of High Performance Python helps experienced Python programmers gain a deeper understanding of Python’s implementation.
 
How do you take advantage of multicore architectures or compilation? Or build a system that scales up beyond RAM limits or with a GPU? Authors Micha Gorelick and Ian Ozsvald reveal concrete solutions to many issues and include war stories from companies that use high-performance Python for GenAI data extraction, 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
    Process DataFrames quickly with Pandas, Dask, and Polars
    Speed up your neural networks and GPU 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
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