Practical Machine Learning With Rust: Creating Intelligent Applications In Rust

✍ Scribed by Joydeep Bhattacharjee

• Publisher: Apress
• Year: 2020
• Tongue: English
• Leaves: 362
• Category: Library

✦ Synopsis

Explore machine learning in Rust and learn about the intricacies of creating machine learning applications. This book begins by covering the important concepts of machine learning such as supervised, unsupervised, and reinforcement learning, and the basics of Rust. Further, you’ll dive into the more specific fields of machine learning, such as computer vision and natural language processing, and look at the Rust libraries that help create applications for those domains. We will also look at how to deploy these applications either on site or over the cloud. After reading Practical Machine Learning with Rust, you will have a solid understanding of creating high computation libraries using Rust. Armed with the knowledge of this amazing language, you will be able to create applications that are more performant, memory safe, and less resource heavy. What You Will Learn:
• Write machine learning algorithms in Rust
• Use Rust libraries for different tasks in machine learning
• Create concise Rust packages for your machine learning applications
• Implement NLP and computer vision in Rust
• Deploy your code in the cloud and on bare metal servers
Who This Book Is For: Machine learning engineers and software engineers interested in building machine learning applications in Rust.

✦ Table of Contents

Front Matter ....Pages i-xv
Basics of Rust (Joydeep Bhattacharjee)....Pages 1-30
Supervised Learning (Joydeep Bhattacharjee)....Pages 31-105
Unsupervised and Reinforcement Learning (Joydeep Bhattacharjee)....Pages 107-139
Working with Data (Joydeep Bhattacharjee)....Pages 141-186
Natural Language Processing (Joydeep Bhattacharjee)....Pages 187-227
Computer Vision (Joydeep Bhattacharjee)....Pages 229-276
Machine Learning Domains (Joydeep Bhattacharjee)....Pages 277-313
Using Rust Applications (Joydeep Bhattacharjee)....Pages 315-346
Back Matter ....Pages 347-354

✦ Subjects

Machine Learning, Rust: Programming Language