{"product_id":"parallel-ai-programming-in-python-build-supercharged-ml-workflows-that-perform-in-production-9798270308827","title":"Parallel AI Programming in Python: Build Supercharged ML Workflows That Perform in Production","description":"\u003cp\u003e • Author(s): Landen Howe\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Cloud Computing\u003c\/p\u003e\u003cp\u003e\u003cb\u003eParallel AI Programming in Python: Build Supercharged ML Workflows That Perform in Production.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eAre you wrestling with slow model training, stalled data pipelines, or unpredictable inference performance? You're not alone-and you don't have to accept sluggish results as the norm.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eParallel AI Programming in Python\u003c\/b\u003e offers the definitive, hands-on guide to turbocharging your machine learning workflows. From multicore CPU tricks to multi-GPU strategies and distributed architectures, this book equips you with the proven, production-ready techniques that top AI teams use every day.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eInside, you'll discover how to\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eLeverage Python's threading and multiprocessing to blast past the Global Interpreter Lock\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuild high-throughput I\/O pipelines with asyncio, Dask, and Ray for lightning-fast data ingestion\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eMaster GPU parallelism with PyTorch DDP, NCCL tuning, and mixed-precision training\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eScale across clusters using MPI, Ray, and Dask-and know exactly when adding nodes stops delivering gains\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eOptimize numeric kernels with NumPy, Numba, Cython, and native extensions for peak performance\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eImplement real-time, fault-tolerant pipelines with Kafka\/Pulsar, backpressure, and exactly-once semantics\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eProfile, benchmark, and tune your code with cProfile, py-spy, perf, and NVIDIA Nsight to fix bottlenecks fast\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eWhen you put this book into practice, you will\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eCut training times from days to hours using multi-GPU and distributed training patterns\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eArchitect data pipelines that process millions of records per second without dropping a message\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDeploy inference services that scale horizontally and maintain sub-100ms latency under heavy load\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDetect and remedy performance pitfalls-from memory thrashing to straggler tasks-before they hit production\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eMaintain rock-solid environments with containerized setups, dependency pinning, and reproducible scripts\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eWhether you're an ML engineer, data scientist, or infrastructure developer, \u003cb\u003eParallel AI Programming in Python\u003c\/b\u003e delivers hands-on labs, clear code examples, and concise checklists to transform sluggish prototypes into production-grade systems.\u003c\/p\u003e\u003cp\u003eTake control of your AI pipeline performance today-add this essential resource to your toolkit and watch your Python workflows surge to new speeds.\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47779133423767,"sku":"9798270308827","price":1876.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798270308827.webp?v=1778033644","url":"https:\/\/atlanticbooks.com\/products\/parallel-ai-programming-in-python-build-supercharged-ml-workflows-that-perform-in-production-9798270308827","provider":"Atlantic Books","version":"1.0","type":"link"}