Artículo: AMZ-B0F97ZQ79Y

Rust for Machine Learning: A Hands-On Guide to Building High-Performance, Reliable & Intelligent Systems

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0.20 kg
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Nuevo
Producto de
Amazon

Sobre este producto
  • Master Rust for ML: From core concepts like ownership and error handling to advanced concurrency, all tailored for ML.
  • Handle Data Like a Pro: Efficiently process data using Rust's collections, iterators, ndarray for numerics, and Polars for DataFrames.
  • Build Algorithms From Scratch: Understand ML deeply by implementing Linear/Logistic Regression and K-Means yourself.
  • Explore Deep Learning in Rust: Get to grips with neural network basics and navigate Rust's DL tools like tch-rs, burn, and dfdx.
  • Optimize for Extreme Speed: Profile your code, apply Rust-specific optimizations, use rayon for parallelism, and tap into GPU power.
  • Integrate Seamlessly: Connect Rust with Python (PyO3), C/C++, WebAssembly, and ONNX.
  • Deploy to Production: Package models (static binaries, Docker), build scalable web APIs (Actix Web, Axum, Rocket), deploy to the edge, and set up CI/CD & monitoring.
  • Your Final Project: Build a complete intelligent system, applying all your new Rust ML skills!

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