Intermediate
10h
Processing Real-world Data Efficiently with Rust
Gain insights into Rust for real-world data, delving into data input, storage, analysis, and visualization. Explore web scraping, SQL, NoSQL databases, and machine learning with Rust.
Rust is a fast-growing, modern programming language oriented to system programming that guarantees memory and thread safety. It enables you to eliminate many classes of bugs at compile-time. This course covers all the skills needed to work with real-world data using Rust.
In this course, you’ll learn all the basics of intermediate Rust programming. You’ll discover and master the five data-related skills: data input, storage, serving data, analyzing data, and data visualization. You’ll learn to ingest data from various formats, like CSV, JSON, web APIs, and web scraping. You’ll also learn to store the data using Redis, an SQL server, or a NoSQL database like MongoDB. Finally, you will learn how to present your data in meaningful visualizations, web maps, and reports.
After taking this course, you’ll be able to approach data using Rust with confidence. You’ll be able to manage SQLite, ORM SQL, and NoSQL databases in Rust. You’ll learn the basics of web scraping, data analysis, and machine learning in Rust.
Rust is a fast-growing, modern programming language oriented to system programming that guarantees memory and thread safety. It ...Show More
WHAT YOU'LL LEARN
An understanding of how to integrate Rust programs in a modern data science and data analysis workflow
Familiarity with the main five data-related skills—data input and storage, serving and analyzing data, and data visualization
Hands-on experience with intermediate to advanced Rust programming and mastering the secrets of functional programming
Hands-on experience managing real-world data using Rust
An understanding of how to integrate Rust programs in a modern data science and data analysis workflow
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TAKEAWAY SKILLS
Content
1.
Before We Begin
1 Lessons
Get familiar with using Rust for data science through practical projects and key skills.
2.
Rust Data Structures
5 Lessons
Unpack the core of Rust's data structures, from arrays to advanced HashMaps and Structs.
3.
Basics of Functional Programming
4 Lessons
Break apart Rust's functional programming essentials, focusing on functions, iterators, and higher-order functions.
4.
Data Skill: Input Data
6 Lessons
Apply your skills to efficiently handle file operations, CSV, JSON, internet data, APIs, and web scraping in Rust.
5.
Data Skill: Store Data
5 Lessons
Solve problems in data storage with Redis, SQLite, SQL databases, and MongoDB using Rust.
6.
Data Skill: Serve Data
3 Lessons
Tackle building robust Rust servers for CRUD operations, static content, and dynamic templating.
7.
Data Skill: Analyze Data
3 Lessons
Test your understanding of analyzing data in Rust using ndarray, Polars, and SmartCore.
8.
Data Skill: Dataviz and Storytelling
3 Lessons
Learn how to use Rust for data visualization, map creation, and effective data storytelling.
9.
Some Parting Words
1 Lessons
Look at the resources and references to continue mastering Rust efficiently.
Certificate of Completion
Showcase your accomplishment by sharing your certificate of completion.
Course Author:
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