explaingit

realpython/materials

Analysis updated 2026-07-05 · repo last pushed 2026-07-03

⭐ Rising5,182Jupyter NotebookAudience · generalComplexity · 1/5ActiveSetup · easy

TLDR

Hands-on practice code, exercises, and sample projects that accompany the Python tutorials on the Real Python website, mostly delivered as interactive Jupyter Notebooks.

Mindmap

mindmap
  root((repo))
    What it does
      Bonus exercises
      Sample projects
      Tutorial companion code
    Tech stack
      Jupyter Notebooks
      Python
      Ruff linter
    Use cases
      Follow along with tutorials
      Practice Python concepts
      Teach with example code
    Audience
      Python learners
      Self-taught developers
      Instructors and team leads
    Support
      Office Hours calls
      Community chat
Click or tap to explore — scroll the page freely

Code map

Detail Auto

An interactive map of this repo's files and how they connect — its source is parsed live in your browser. Click Visualize to build it.

filefunction / class

What do people build with it?

USE CASE 1

Grab starter code to build a project alongside a Real Python tutorial.

USE CASE 2

Practice Python concepts by running interactive notebook exercises step by step.

USE CASE 3

Use the sample projects as teaching material for students or team members.

What is it built with?

Jupyter NotebookPythonRuff

How does it compare?

realpython/materialsudacity/deep-learning-v2-pytorchmahmoudashraf97/whisper-diarization
Stars5,1825,5045,519
LanguageJupyter NotebookJupyter NotebookJupyter Notebook
Last pushed2026-07-03
MaintenanceActive
Setup difficultyeasymoderatehard
Complexity1/53/53/5
Audiencegeneralresearcherresearcher

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

Just clone the repo and open the Jupyter Notebooks, no external services, API keys, or infrastructure are required.

The explanation does not mention a license, so it is unclear what permissions apply to using or distributing the code.

In plain English

Real Python Materials is a collection of bonus exercises, sample projects, and source code that accompany the Python tutorials on the Real Python website. If you are learning Python through their articles or courses, this repository gives you hands-on materials so you can follow along, practice, and experiment with the code yourself. The bulk of the content is written as Jupyter Notebooks, which are interactive documents that mix explanatory text with runnable Python code. This format is well-suited for learning because you can read a concept, see the code, and execute it step by step without needing to set up a full development environment. The repo is organized to mirror Real Python's tutorials, so when a tutorial covers a topic, you can find the corresponding example code and exercises here. This is primarily for Python learners and self-taught developers who want practical, hands-on practice beyond just reading. A beginner working through a Real Python tutorial on, say, building a web scraper or working with data files can grab the starter code from this repo and build along with the lesson. It is also useful for instructors or team leads who want quality example projects to use when teaching others. The Real Python team maintains it, and contributors follow a specific code style enforced by a tool called Ruff, so the code you encounter is clean and consistent. If you get stuck, the README points you toward Real Python's weekly Office Hours calls and their community chat rather than offering support through GitHub directly. The project is straightforward in its purpose: it exists to be a companion to the tutorials, not a standalone application.

Copy-paste prompts

Prompt 1
Find the notebook in the realpython/materials repo for building a web scraper, and adapt it to scrape a different website of my choice.
Prompt 2
Take a data file handling exercise from realpython/materials and modify it to read and process my own CSV file.
Prompt 3
Use the Ruff configuration from realpython/materials to set up the same code style rules in my own Python learning project.
Prompt 4
Pick a beginner Python exercise notebook from realpython/materials, run it, and add comments explaining what each code block does.

Frequently asked questions

What is materials?

Hands-on practice code, exercises, and sample projects that accompany the Python tutorials on the Real Python website, mostly delivered as interactive Jupyter Notebooks.

What language is materials written in?

Mainly Jupyter Notebook. The stack also includes Jupyter Notebook, Python, Ruff.

Is materials actively maintained?

Active — commit in last 30 days (last push 2026-07-03).

What license does materials use?

The explanation does not mention a license, so it is unclear what permissions apply to using or distributing the code.

How hard is materials to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is materials for?

Mainly general.

Open on GitHub → Explain another repo

This repo across BitVibe Labs

Verify against the repo before relying on details.