Are 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? Advanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics 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 ...
Read More
Are 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? Advanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics 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. What This Book Delivers Profiling Mastery: 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. Cython Acceleration: Convert Python functions into C-level extensions. Understand setup tools, static typing, memoryviews, and interfacing with C libraries to boost loop-intensive code. Numba JIT and GPU Offloading: 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. Distributed Analytics with Dask and MPI4Py: 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. Modern Toolchain Integration: Port array code to CuPy, explore automatic differentiation and JIT compilation with JAX, and manage large datasets using HDF5, Zarr, and Apache Arrow. Why You'll Benefit Transform slow prototypes into production-ready, performance-optimized applications. Gain hands-on experience with industry-standard tools for profiling, JIT compilation, and distributed computing. Achieve near-C performance in Python, tap GPU power, and run analytics on clusters or in serverless environments. Build resilient, reproducible workflows with best practices in environment management, testing, and CI/CD. Ready to elevate your Python scientific computing skills and accelerate your research or production pipelines? Add Advanced Python Scientific Computing to your library today and start writing code that's both clear and lightning-fast.
Read Less
Add this copy of Advanced Python Scientific Computing: Profiling, Cython to cart. $17.15, new condition, Sold by Ingram Customer Returns Center rated 5.0 out of 5 stars, ships from NV, USA, published 2025 by Independently Published.
Add this copy of Advanced Python Scientific Computing: Profiling, Cython to cart. $24.29, like new condition, Sold by GreatBookPrices rated 4.0 out of 5 stars, ships from Columbia, MD, UNITED STATES, published 2025 by Independently Published.
Choose your shipping method in Checkout. Costs may vary based on destination.
Seller's Description:
Fine. Trade paperback (US). Glued binding. 194 p. Machine Learning Mastery Toolkit. In Stock. 100% Money Back Guarantee. Brand New, Perfect Condition, allow 4-14 business days for standard shipping. To Alaska, Hawaii, U.S. protectorate, P.O. box, and APO/FPO addresses allow 4-28 business days for Standard shipping. No expedited shipping. All orders placed with expedited shipping will be cancelled. Over 3, 000, 000 happy customers.
Add this copy of Advanced Python Scientific Computing: Profiling, Cython to cart. $24.54, new condition, Sold by GreatBookPrices rated 4.0 out of 5 stars, ships from Columbia, MD, UNITED STATES, published 2025 by Independently Published.
Choose your shipping method in Checkout. Costs may vary based on destination.
Seller's Description:
New. Trade paperback (US). Glued binding. 194 p. Machine Learning Mastery Toolkit. In Stock. 100% Money Back Guarantee. Brand New, Perfect Condition, allow 4-14 business days for standard shipping. To Alaska, Hawaii, U.S. protectorate, P.O. box, and APO/FPO addresses allow 4-28 business days for Standard shipping. No expedited shipping. All orders placed with expedited shipping will be cancelled. Over 3, 000, 000 happy customers.
