Home>Courses>Processing Real-world Data Efficiently with Rust

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.

Intermediate

31 Lessons

10h

Certificate of Completion

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.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

6 Projects

7 Assessments

170 Playgrounds

Course Overview

What You'll Learn

Course Content

Apply Your Skills

Course Overview

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...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

Course Content

Before We Begin

1 Lessons

Get familiar with using Rust for data science through practical projects and key skills.

What to Expect in This Course

Rust Data Structures

5 Lessons

Unpack the core of Rust's data structures, from arrays to advanced HashMaps and Structs.

Rust Data Structures

Assessment

Basics of Functional Programming

4 Lessons

Break apart Rust's functional programming essentials, focusing on functions, iterators, and higher-order functions.

Functions vs Closures

Iterators

Higher-order Functions: Rust's Secret Sauce

Higher-order Functions: Part II

Functional Programming in Rust

Assessment

Data Skill: Input Data

6 Lessons

Apply your skills to efficiently handle file operations, CSV, JSON, internet data, APIs, and web scraping in Rust.

Working with Files and the OS

CSV: Comma Separated Values

JSON: The de Facto Web Data Standard

Fetching Data on the Internet

Poll Data Services through APIs

The Basics of Web Scraping

Input Data with Rust

Assessment

Web Scraping: Getting Products and Prices from an E-commerce Site

Project

Data Skill: Store Data

5 Lessons

Solve problems in data storage with Redis, SQLite, SQL databases, and MongoDB using Rust.

Redis

Sqlite

Relational Databases (SQL): MySql, Postgres, SQLite

MongoDB

MongoDB: Part II

Storing Data in Rust

Assessment

Create a Simple Payroll Management System

Project

12.

Data Skill: Serve Data

3 Lessons

Tackle building robust Rust servers for CRUD operations, static content, and dynamic templating.

Server Basics

A CRUD Server

Other Data Servers

Serving Data in Rust

Assessment

Build a Server Backed Up by a Database

Project

15.

Data Skill: Analyze Data

3 Lessons

Test your understanding of analyzing data in Rust using ndarray, Polars, and SmartCore.

The Matrix and ndarray

Polars

Smartcore

Assessment on Analyze Data

Assessment

ML Basics: Classification of the Iris Data Set

Project

Machine Learning and the MNIST Digit DataSet

Project

19.

Data Skill: Dataviz and Storytelling

3 Lessons

Learn how to use Rust for data visualization, map creation, and effective data storytelling.

The Basics of Data Visualization

Maps

The Basics of Storytelling through Data with Rust

Data Viz and Storytelling in Rust

Assessment

Create Infographics in Rust

Project

22.

Some Parting Words

1 Lessons

Look at the resources and references to continue mastering Rust efficiently.

Congratulations!

Course Author

Davide Del Papa

Project

Rust Data Engineering: Building High-Performance EDA

intermediate

1 hour

Project

Rust Data Engineering: Building High-Performance EDA

intermediate

1 hour

Trusted by 2.5 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Carlos Matias La Borde

Software Developer

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"

Eric Downs

Musician/Entrepeneur

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Free Resources

FOR TEAMS

Interested in this course for your business or team?

Unlock this course (and 1,000+ more) for your entire org with DevPath