High Performance Python : Practical Performant Programming for Humans Paperback / softback
by Micha Gorelick, Ian Ozsvald
Paperback / softback
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 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 local or remote clustersDeploy code faster using tools like Docker
Information
-
Only a few left - usually despatched within 24 hours
- Format:Paperback / softback
- Pages:468 pages
- Publisher:O'Reilly Media
- Publication Date:07/05/2020
- Category:
- ISBN:9781492055020
£52.99
£41.15
Information
-
Only a few left - usually despatched within 24 hours
- Format:Paperback / softback
- Pages:468 pages
- Publisher:O'Reilly Media
- Publication Date:07/05/2020
- Category:
- ISBN:9781492055020