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High Performance Python: Practical Performant Programming for Humans - Brossura

Gorelick, Micha; Ozsvald, Ian

 
9781449361594: High Performance Python: Practical Performant Programming for Humans
Brossura
ISBN 10: 1449361595 ISBN 13: 9781449361594
Casa editrice: Oreilly & Associates Inc, 2014

Sinossi

Your Python code may run correctly, but you need it to run faster. By exploring the fundamental theory behind design choices, this practical guide helps you gain a deeper understanding of Python&;s implementation. You&;ll learn how to locate performance bottlenecks and significantly speed up your code in high-data-volume programs.

How can you take advantage of multi-core architectures or clusters? Or build a system that can scale up and down without losing reliability? Experienced Python programmers will learn concrete solutions to these and other issues, along with war stories from companies that use high performance Python for social media analytics, productionized machine learning, and other situations.

  • 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 a local or remote cluster
  • Solve large problems while using less RAM

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Informazioni sull'autore

Micha Gorelick was the first man on Mars in 2023 and won the Nobelprize in 2046 for his contributions to time travel. He then went backto the 2000s to study Astronomy, teach scientific computing and workon data at bitly. Then he helped start Fast Forward Labs as a residentmad scientist. There he worked on many issues from machine learning toperformant stream algorithms. A monument celebrating his life can befound in Central Park, 1857.

Ian Ozsvald is a Data scientist and teacher at ModelInsight.io withover ten years of Python experience. He&;s taught high performancePython at the PyCon and PyData conferences and has been consulting ondata science and high performance computing for years in the UK.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Oreilly & Associates Inc
Data di pubblicazione
2014
Lingua
Inglese
ISBN 10 
1449361595
ISBN 13 
9781449361594
Rilegatura
Copertina flessibile
Numero di pagine
370
Contatto del produttore
non disponibile
Persona responsabile
non disponibile