Buy Advanced Python Scientific Computing at Bookstore UAE
Book 1
Book 2
Book 3
Book 1
Book 2
Book 3
Book 1
Book 2
Book 3
Book 1
Book 2
Book 3
Home > Computing and Information Technology > Computer programming / software engineering > Programming and scripting languages: general > Advanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics(Machine Learning Mastery Toolkit)
Advanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics(Machine Learning Mastery Toolkit)

Advanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics(Machine Learning Mastery Toolkit)


     0     
5
4
3
2
1



International Edition


X
About the Book

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.


Best Sellers


Product Details
  • ISBN-13: 9798287426484
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Height: 254 mm
  • No of Pages: 194
  • Returnable: N
  • Spine Width: 10 mm
  • Weight: 399 gr
  • ISBN-10: 8287426480
  • Publisher Date: 09 Jun 2025
  • Binding: Paperback
  • Language: English
  • Returnable: N
  • Series Title: Machine Learning Mastery Toolkit
  • Sub Title: Profiling, Cython, Numba, and Distributed Analytics
  • Width: 178 mm


Similar Products

Add Photo
Add Photo

Customer Reviews

REVIEWS      0     
Click Here To Be The First to Review this Product
Advanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics(Machine Learning Mastery Toolkit)
Independently Published -
Advanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics(Machine Learning Mastery Toolkit)
Writing guidlines
We want to publish your review, so please:
  • keep your review on the product. Review's that defame author's character will be rejected.
  • Keep your review focused on the product.
  • Avoid writing about customer service. contact us instead if you have issue requiring immediate attention.
  • Refrain from mentioning competitors or the specific price you paid for the product.
  • Do not include any personally identifiable information, such as full names.

Advanced Python Scientific Computing: Profiling, Cython, Numba, and Distributed Analytics(Machine Learning Mastery Toolkit)

Required fields are marked with *

Review Title*
Review
    Add Photo Add up to 6 photos
    Would you recommend this product to a friend?
    Tag this Book Read more
    Does your review contain spoilers?
    What type of reader best describes you?
    I agree to the terms & conditions
    You may receive emails regarding this submission. Any emails will include the ability to opt-out of future communications.

    CUSTOMER RATINGS AND REVIEWS AND QUESTIONS AND ANSWERS TERMS OF USE

    These Terms of Use govern your conduct associated with the Customer Ratings and Reviews and/or Questions and Answers service offered by Bookswagon (the "CRR Service").


    By submitting any content to Bookswagon, you guarantee that:
    • You are the sole author and owner of the intellectual property rights in the content;
    • All "moral rights" that you may have in such content have been voluntarily waived by you;
    • All content that you post is accurate;
    • You are at least 13 years old;
    • Use of the content you supply does not violate these Terms of Use and will not cause injury to any person or entity.
    You further agree that you may not submit any content:
    • That is known by you to be false, inaccurate or misleading;
    • That infringes any third party's copyright, patent, trademark, trade secret or other proprietary rights or rights of publicity or privacy;
    • That violates any law, statute, ordinance or regulation (including, but not limited to, those governing, consumer protection, unfair competition, anti-discrimination or false advertising);
    • That is, or may reasonably be considered to be, defamatory, libelous, hateful, racially or religiously biased or offensive, unlawfully threatening or unlawfully harassing to any individual, partnership or corporation;
    • For which you were compensated or granted any consideration by any unapproved third party;
    • That includes any information that references other websites, addresses, email addresses, contact information or phone numbers;
    • That contains any computer viruses, worms or other potentially damaging computer programs or files.
    You agree to indemnify and hold Bookswagon (and its officers, directors, agents, subsidiaries, joint ventures, employees and third-party service providers, including but not limited to Bazaarvoice, Inc.), harmless from all claims, demands, and damages (actual and consequential) of every kind and nature, known and unknown including reasonable attorneys' fees, arising out of a breach of your representations and warranties set forth above, or your violation of any law or the rights of a third party.


    For any content that you submit, you grant Bookswagon a perpetual, irrevocable, royalty-free, transferable right and license to use, copy, modify, delete in its entirety, adapt, publish, translate, create derivative works from and/or sell, transfer, and/or distribute such content and/or incorporate such content into any form, medium or technology throughout the world without compensation to you. Additionally,  Bookswagon may transfer or share any personal information that you submit with its third-party service providers, including but not limited to Bazaarvoice, Inc. in accordance with  Privacy Policy


    All content that you submit may be used at Bookswagon's sole discretion. Bookswagon reserves the right to change, condense, withhold publication, remove or delete any content on Bookswagon's website that Bookswagon deems, in its sole discretion, to violate the content guidelines or any other provision of these Terms of Use.  Bookswagon does not guarantee that you will have any recourse through Bookswagon to edit or delete any content you have submitted. Ratings and written comments are generally posted within two to four business days. However, Bookswagon reserves the right to remove or to refuse to post any submission to the extent authorized by law. You acknowledge that you, not Bookswagon, are responsible for the contents of your submission. None of the content that you submit shall be subject to any obligation of confidence on the part of Bookswagon, its agents, subsidiaries, affiliates, partners or third party service providers (including but not limited to Bazaarvoice, Inc.)and their respective directors, officers and employees.

    Accept

    Fresh on the Shelf


    Inspired by your browsing history


    Your review has been submitted!

    You've already reviewed this product!