(Yet another) PyTorch Tutorial

This repository provides annotated single-file examples for learning PyTorch.

About this project

Table of Contents

• Fundamentals
• Linear Regression
• Logistic Regression
• MultiLayer Perceptron
• Convolutional Neural Network
• ... (more to come)

Usage

uv needs to be available on your system.

git clone https://github.com/bpesquet/pytorch-tutorial.git
cd pytorch-tutorial
uv sync
uv run python {path to example file}

Development notes

Toolchain

This project is built with the following software:

• uv for project management;
• ruff for code formatting and linting;
• pytest for testing.

Useful commands

# Format all Python files
uvx ruff format

# Lint all Python files and fix any fixable errors
uvx ruff check --fix

# Run all code examples as unit tests.
# The optional -s flag prints code output.
uv run pytest [-s]

License

Creative Commons for textual content and MIT for code.

Copyright © 2025-present Baptiste Pesquet.