Parallel AI Programming in Python: Build Supercharged ML Workflows That Perform in Production. Are 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. Parallel AI Programming in Python 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, ...
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Parallel AI Programming in Python: Build Supercharged ML Workflows That Perform in Production. Are 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. Parallel AI Programming in Python 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. Inside, you'll discover how to Leverage Python's threading and multiprocessing to blast past the Global Interpreter Lock Build high-throughput I/O pipelines with asyncio, Dask, and Ray for lightning-fast data ingestion Master GPU parallelism with PyTorch DDP, NCCL tuning, and mixed-precision training Scale across clusters using MPI, Ray, and Dask-and know exactly when adding nodes stops delivering gains Optimize numeric kernels with NumPy, Numba, Cython, and native extensions for peak performance Implement real-time, fault-tolerant pipelines with Kafka/Pulsar, backpressure, and exactly-once semantics Profile, benchmark, and tune your code with cProfile, py-spy, perf, and NVIDIA Nsight to fix bottlenecks fast When you put this book into practice, you will Cut training times from days to hours using multi-GPU and distributed training patterns Architect data pipelines that process millions of records per second without dropping a message Deploy inference services that scale horizontally and maintain sub-100ms latency under heavy load Detect and remedy performance pitfalls-from memory thrashing to straggler tasks-before they hit production Maintain rock-solid environments with containerized setups, dependency pinning, and reproducible scripts Whether you're an ML engineer, data scientist, or infrastructure developer, Parallel AI Programming in Python delivers hands-on labs, clear code examples, and concise checklists to transform sluggish prototypes into production-grade systems. Take control of your AI pipeline performance today-add this essential resource to your toolkit and watch your Python workflows surge to new speeds.
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Add this copy of Parallel Ai Programming in Python to cart. £18.54, new condition, Sold by Books2anywhere rated 5.0 out of 5 stars, ships from Fairford, GLOUCESTERSHIRE, UNITED KINGDOM, published 2025 by Amazon Digital Services LLC-Kdp.
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Fine. Trade paperback (US). Glued binding. 194 p. 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.
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New. Trade paperback (US). Glued binding. 194 p. 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.
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Fine. Trade paperback (US). Glued binding. 194 p. 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 Parallel AI Programming in Python: Build Supercharged to cart. £26.88, new condition, Sold by GreatBookPrices rated 4.0 out of 5 stars, ships from Columbia, MD, UNITED STATES, published 2025 by Independently Published.
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New. Trade paperback (US). Glued binding. 194 p. 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.
