{"product_id":"rust-for-data-science-9798312907018","title":"Rust for Data Science","description":"\u003cp\u003e • Author(s): Maxwell Vector\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Programming - Parallel\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eLooking to turbocharge your data science projects with cutting‐edge Rust code? This textbook is the ultimate resource for experienced programmers ready to level up by diving into advanced data science concepts-all implemented in blazing‐fast Rust.\u003c\/p\u003e \u003cp\u003eImagine building your own high-performance data pipelines and machine learning algorithms with fully annotated, production-ready Rust code. In these pages you'll discover how to: \u003c\/p\u003e \u003cp\u003e- \u003cb\u003eEngineer Memory-Optimized Data Structures: \u003c\/b\u003e Handle massive datasets with precision while leveraging Rust's zero-cost abstractions to maximize efficiency.\u003cbr\u003e- \u003cb\u003eConstruct Functional Data Pipelines: \u003c\/b\u003e Create composable, iterator-based workflows that process and transform data seamlessly.\u003cbr\u003e- \u003cb\u003eDesign and Train Neural Networks: \u003c\/b\u003e Dive deep into the nuts and bolts of building neural network components and implementing backpropagation from scratch.\u003cbr\u003e- \u003cb\u003ePerform Advanced Statistical Analysis: \u003c\/b\u003e Develop robust Monte Carlo simulations, Fourier transforms for signal processing, and custom loss functions-all coded in Rust.\u003cbr\u003e- \u003cb\u003eImplement Complex Graph and Clustering Algorithms: \u003c\/b\u003e Model network data and execute clustering strategies like k-means and hierarchical clustering at scale.\u003c\/p\u003e \u003cp\u003eEvery chapter is packed with practical, real-world examples-from parsing gigantic CSV files to implementing cutting-edge genetic algorithms for optimization-all designed to push the boundaries of performance and reliability. If you're ready to leave behind basic tutorials and step into a world where speed meets sophistication, this is your blueprint for success in data science with Rust.\u003c\/p\u003e \u003cp\u003eWith clear, concise explanations and full source code at your fingertips, you'll master: \u003c\/p\u003e \u003cp\u003e★ Building composable iterators for scalable data pipelines\u003cbr\u003e★ Custom numerical routines for matrix algebra and statistical inference\u003cbr\u003e★ Parallel processing techniques using Rayon and async Rust for real-time insights\u003c\/p\u003e \u003cp\u003eUnlock the full potential of Rust in a data-driven era. Transform your approach, enhance your competitive edge, and write the future of data science with every line of code.\u003c\/p\u003e\u003cbr\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":45558999711895,"sku":"9798312907018","price":2699.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798312907018.webp?v=1768594879","url":"https:\/\/atlanticbooks.com\/products\/rust-for-data-science-9798312907018","provider":"Atlantic Books","version":"1.0","type":"link"}