High Performance Python: Practical Performant Programming for Humans, 3rd Edition by Micha Gorelick, Ian Ozsvald
English | June 3rd, 2025 | ISBN: 1098165969 | 524 pages | True PDF | 9.84 MB
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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resents a history of cryptology from ancient Rome to the present day, with a focus on cryptology in the 20th and 21st centuriesProvides engaging examples illustrating use of cryptographic algorithms in different historical periodsReviews algorithms and devices used to create secret messages, and the various methods for breaking such messagesDescribes notable contributions to cryptology by Herbert Yardley, William and Elizebeth Smith Friedman, Lester Hill, Agnes Meyer Driscoll, and Claude ShannonExamines unsolved mysteries in cryptology, such as the Voynich Manuscript, the Beale Ciphers, the Kryptos sculpture, and the Zodiac killer ciphersThis engaging work is ideal as both a primary text for courses on the history of cryptology, and as a supplementary text for advanced undergraduate courses on cryptology and computer security. No prior background in mathematics is assumed, beyond what would be encountered in an introductory course on discrete mathematics.
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