{"product_id":"rust-for-ai-and-machine-learning-build-faster-safer-high-performance-models-with-practical-techniques-for-training-inference-and-deployment-9798277182260","title":"Rust for AI and Machine Learning: Build Faster, Safer, High-Performance Models with Practical Techniques for Training, Inference, and Deployment","description":"\u003cp\u003e • Author(s): Leon Amsel\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\u003e\u003cp\u003e\u003cb\u003eRust for AI and Machine Learning\u003c\/b\u003e\u003cbr\u003e\u003cb\u003eBuild Faster, Safer, High-Performance Models with Practical Techniques for Training, Inference, and Deployment\u003c\/b\u003e\u003cbr\u003e\u003cb\u003eWhat if you could build AI systems that are faster, safer, and far more reliable than anything you've delivered before, without wrestling with runtime unpredictability or slow inference pipelines?\u003c\/b\u003e As machine learning moves deeper into real-world applications, many teams are discovering that traditional tooling struggles to meet strict latency, security, and performance requirements.\u003cbr\u003e\u003cb\u003eRust for AI and Machine Learning\u003c\/b\u003e presents a clear, practical solution. By combining Rust's speed, strong safety guarantees, and predictable performance model with modern ML workflows, you can create systems designed for real production pressure, whether you're training classical models, running ONNX inference, building deep-learning components, or supporting Python-based research environments.\u003cbr\u003eThis book shows exactly how Rust fits into today's ML ecosystem and how it can elevate your engineering capabilities. You'll learn through straightforward explanations, real code examples, and patterns used by production teams building high-performance AI systems right now.\u003cbr\u003e\u003cb\u003eIn this book, you'll learn how to: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eBuild efficient data-loading and preprocessing pipelines using Rust's memory safety and parallelism.\u003c\/li\u003e\n\u003cli\u003eTrain both classical and deep-learning models using established Rust ML frameworks.\u003c\/li\u003e\n\u003cli\u003eExecute fast, stable inference with ONNX Runtime, tract, burn, and custom Rust implementations.\u003c\/li\u003e\n\u003cli\u003eConstruct production-ready model-serving APIs with precise typing and efficient serialization.\u003c\/li\u003e\n\u003cli\u003eCombine Rust with Python, using PyO3 and maturin, to support hybrid research and deployment pipelines.\u003c\/li\u003e\n\u003cli\u003ePackage Rust-based ML systems as binaries or containers for consistent deployment across platforms.\u003c\/li\u003e\n\u003cli\u003eBenchmark and optimize ML workloads using techniques that expose real bottlenecks and improve performance.\u003c\/li\u003e\n\u003c\/ul\u003eIf you're a developer, engineer, or ML practitioner who wants to build AI systems that scale with confidence, this book gives you a complete, practical playbook. It's engineered to help you produce results that are dependable, predictable, and production-ready.\u003cbr\u003e\u003cb\u003eReady to build AI systems that run faster, safer, and with higher performance? Get your copy today and start building with Rust.\u003c\/b\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47575161012375,"sku":"9798277182260","price":2425.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798277182260.webp?v=1774897354","url":"https:\/\/atlanticbooks.com\/products\/rust-for-ai-and-machine-learning-build-faster-safer-high-performance-models-with-practical-techniques-for-training-inference-and-deployment-9798277182260","provider":"Atlantic Books","version":"1.0","type":"link"}