"MLVR - Machine Learning via Rust" is a groundbreaking textbook that combines the theoretical rigor of machine learning with the modern capabilities of the Rust programming language. Tailored for both students and professionals, this book offers a comprehensive and practical approach to mastering machine learning, with a strong emphasis on performance, safety, and concurrency—core strengths of Rust. Covering everything from classical models like linear regression and neural networks to advanced techniques such as AutoML and reinforcement learning, "MLVR" provides clear explanations, step-by-step coding guides, and real-world applications. By the end of this book, readers will be well-equipped to implement, optimize, and deploy machine learning models effectively using Rust, making it an essential resource for those looking to advance their skills in this evolving field.