{"product_id":"python-code-optimization-mastery-80-pypy-and-numba-projects-for-jit-acceleration-type-hints-and-performance-benchmarking-9798278062097","title":"Python Code Optimization Mastery: 80 PyPy and Numba Projects for JIT Acceleration, Type Hints, and Performance Benchmarking","description":"\u003cp\u003e • Author(s): Dickson Cassian\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Programming - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eUnlock the full power of high-performance Python with \u003cb\u003ePython Code Optimization Mastery: 80 PyPy and Numba Projects for JIT Acceleration, Type Hints, and Performance Benchmarking\u003c\/b\u003e-your complete guide to writing faster, smarter, and more efficient code.\u003c\/p\u003e\u003cp\u003eDesigned for beginners, intermediate developers, data scientists, and performance-driven engineers, this hands-on book breaks down the art of optimization through \u003cb\u003e80 real-world mini-projects\u003c\/b\u003e that deliver immediate speedups. From JIT compilation with PyPy and Numba to profiling, caching, vectorization, and type-driven refactoring, you'll master techniques that cut execution time by 10�-100�.\u003c\/p\u003e\u003cp\u003eExplore core optimization concepts in a clear, practical way-no unnecessary theory, just actionable steps. Learn how to use tools like \u003cb\u003ecProfile\u003c\/b\u003e, \u003cb\u003etimeit\u003c\/b\u003e, \u003cb\u003eline_profiler\u003c\/b\u003e, and \u003cb\u003eMemory Profiler\u003c\/b\u003e to pinpoint bottlenecks, then apply targeted improvements using \u003cb\u003etype hints\u003c\/b\u003e, efficient data structures, algorithm redesign, concurrency, and parallelization.\u003c\/p\u003e\u003cp\u003eInside, you'll discover: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003e80 hands-on projects\u003c\/b\u003e that reinforce concepts through real performance boosts\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHow PyPy's JIT engine speeds up loops, recursion, and heavy functions\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHow Numba optimizes numerical code, simulations, and array operations\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eType hinting strategies that improve readability and static analysis\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBenchmarking workflows for reliable before-and-after comparisons\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eOptimization patterns for APIs, scripts, data pipelines, and ML workflows\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eMemory-safe techniques to reduce leaks, fragmentation, and overhead\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBest practices for writing production-ready, scalable, maintainable code\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eWhether you're building faster APIs, optimizing data-heavy applications, improving simulation workflows, or preparing for high-performance computing roles, this book gives you the skills to compete at a pro level.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eIf you want to master Python optimization with modern tools and real projects-not theory-this is the upgrade your coding career has been waiting for.\u003c\/b\u003e\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":46861571555479,"sku":"9798278062097","price":1269.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798278062097.webp?v=1769962614","url":"https:\/\/atlanticbooks.com\/products\/python-code-optimization-mastery-80-pypy-and-numba-projects-for-jit-acceleration-type-hints-and-performance-benchmarking-9798278062097","provider":"Atlantic Books","version":"1.0","type":"link"}