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High Performance Python: Practical Performant Programming for Humans de Micha Gorelick,Ian Ozsvald

Descripci贸n - Rese帽a del editor 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鈥檚 implementation. You鈥檒l 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 profilersLearn how Python abstracts the underlying computer architectureUse profiling to find bottlenecks in CPU time and memory usageWrite efficient programs by choosing appropriate data structuresSpeed up matrix and vector computationsUse tools to compile Python down to machine codeManage multiple I/O and computational operations concurrentlyConvert multiprocessing code to run on a local or remote clusterSolve large problems while using less RAM Biograf铆a del autor 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鈥檚 taught high performancePython at the PyCon and PyData conferences and has been consulting ondata science and high performance computing for years in the UK.

Detalles del Libro

  • Name: High Performance Python: Practical Performant Programming for Humans
  • Autor: Micha Gorelick,Ian Ozsvald
  • Categoria: Libros,Libros universitarios y de estudios superiores,Ciencias inform谩ticas
  • Tama帽o del archivo: 11 MB
  • Tipos de archivo: PDF Document
  • Descargada: 456 times
  • Idioma: Espa帽ol
  • Archivos de estado: AVAILABLE


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