{"product_id":"high-performance-python-9781098165963","title":"High Performance Python","description":"\u003cp\u003e • Author(s): Ian Ozsvald\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Languages - Python\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eYour 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 \u003cem\u003eHigh Performance Python\u003c\/em\u003e helps experienced Python programmers gain a deeper understanding of Python's implementation.\u003c\/p\u003e \u003cp\u003eHow 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.\u003c\/p\u003e\u003cbr\u003e \u003cbr\u003e \u003cul\u003e \u003cli\u003eGet a better grasp of NumPy, Cython, and profilers\u003c\/li\u003e \u003cli\u003eLearn how Python abstracts the underlying computer architecture\u003c\/li\u003e \u003cli\u003eUse profiling to find bottlenecks in CPU time and memory usage\u003c\/li\u003e \u003cli\u003eWrite efficient programs by choosing appropriate data structures\u003c\/li\u003e \u003cli\u003eSpeed up matrix and vector computations\u003c\/li\u003e \u003cli\u003eProcess DataFrames quickly with Pandas, Dask, and Polars\u003c\/li\u003e \u003cli\u003eSpeed up your neural networks and GPU computations\u003c\/li\u003e \u003cli\u003eUse tools to compile Python down to machine code\u003c\/li\u003e \u003cli\u003eManage multiple I\/O and computational operations concurrently\u003c\/li\u003e \u003cli\u003eConvert multiprocessing code to run on local or remote clusters\u003c\/li\u003e \u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45608323678359,"sku":"9781098165963","price":4603.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781098165963.webp?v=1769294206","url":"https:\/\/atlanticbooks.com\/products\/high-performance-python-9781098165963","provider":"Atlantic Books","version":"1.0","type":"link"}