{"product_id":"9781449361761","title":"High Performance Python: Practical Performant Programming for Humans","description":"\u003cp\u003eYour 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.\u003c\/p\u003e\u003cp\u003eHow 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.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGet a better grasp of numpy, Cython, and profilers\u003c\/li\u003e\n\u003cli\u003eLearn how Python abstracts the underlying computer architecture\u003c\/li\u003e\n\u003cli\u003eUse profiling to find bottlenecks in CPU time and memory usage\u003c\/li\u003e\n\u003cli\u003eWrite efficient programs by choosing appropriate data structures\u003c\/li\u003e\n\u003cli\u003eSpeed up matrix and vector computations\u003c\/li\u003e\n\u003cli\u003eUse tools to compile Python down to machine code\u003c\/li\u003e\n\u003cli\u003eManage multiple I\/O and computational operations concurrently\u003c\/li\u003e\n\u003cli\u003eConvert multiprocessing code to run on a local or remote cluster\u003c\/li\u003e\n\u003cli\u003eSolve large problems while using less RAM\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media, Incorporated","offers":[{"title":"Default Title","offer_id":47155359187184,"sku":"9781449361761","price":31.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0737\/7593\/9824\/files\/9781449361761_p0.jpg?v=1763831177","url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9781449361761","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}