{"product_id":"advanced-python-scientific-computing-profiling-cython-numba-and-distributed-analytics-9798287426484","title":"Advanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics","description":"\u003cp\u003e • Author(s): Dwayne Flores\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Languages - Python\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eAre you frustrated by Python's performance limits when tackling large-scale simulations, data analysis, or machine learning tasks? Do you long for the speed of compiled languages without sacrificing Python's clarity?\u003c\/p\u003e\u003cp\u003e\u003cb\u003eAdvanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics\u003c\/b\u003e offers a practical roadmap to transform your code into a high-performance powerhouse. This book equips you with proven techniques-from pinpointing performance bottlenecks to harnessing GPUs and scaling across clusters-so you can tackle computationally intensive scientific workflows with confidence.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eWhat This Book Delivers\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eProfiling Mastery: \u003c\/b\u003e Identify time- and memory-critical hotspots using cProfile, line_profiler, memory_profiler, and tracemalloc. Learn to interpret profiling data and target your optimization efforts where they matter most.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eCython Acceleration: \u003c\/b\u003e Convert Python functions into C-level extensions. Understand setup tools, static typing, memoryviews, and interfacing with C libraries to boost loop-intensive code.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eNumba JIT and GPU Offloading: \u003c\/b\u003e Write familiar Python while benefiting from LLVM-based just-in-time compilation. Compare @njit and @jit, leverage prange for multicore parallelism, and deploy @cuda.jit kernels for GPU-accelerated computations.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eDistributed Analytics with Dask and MPI4Py: \u003c\/b\u003e Scale NumPy and Pandas patterns to clusters. Build Dask task graphs, configure schedulers, tune performance with chunking and data locality, and integrate MPI4Py for hybrid HPC workflows.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eModern Toolchain Integration: \u003c\/b\u003e Port array code to CuPy, explore automatic differentiation and JIT compilation with JAX, and manage large datasets using HDF5, Zarr, and Apache Arrow.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eWhy You'll Benefit\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eTransform slow prototypes into production-ready, performance-optimized applications.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eGain hands-on experience with industry-standard tools for profiling, JIT compilation, and distributed computing.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eAchieve near-C performance in Python, tap GPU power, and run analytics on clusters or in serverless environments.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuild resilient, reproducible workflows with best practices in environment management, testing, and CI\/CD.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eReady to elevate your Python scientific computing skills and accelerate your research or production pipelines? Add \u003cb\u003eAdvanced Python Scientific Computing\u003c\/b\u003e to your library today and start writing code that's both clear and lightning-fast.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46335374983319,"sku":"9798287426484","price":1792.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798287426484.webp?v=1768674756","url":"https:\/\/atlanticbooks.com\/products\/advanced-python-scientific-computing-profiling-cython-numba-and-distributed-analytics-9798287426484","provider":"Atlantic Books","version":"1.0","type":"link"}