PyTorch Tutorials

by PyTorch (Linux Foundation)

BeginnerTutorialFreeSelf-paced

Learn the deep-learning framework the research world runs on, starting with the 60-Minute Blitz.

Start LearningReviewed July 3, 2026

Overview

PyTorch is the dominant framework for deep-learning research and much of production. Its official tutorials range from the famous 60-Minute Blitz (tensors, autograd, and training a classifier) through building neural networks, transfer learning, NLP, and deployment. Because nearly every modern model and library (Transformers, PEFT, TRL) is built on PyTorch, these tutorials are foundational for going deeper.

At a Glance

Topic
Frameworks
Level
Beginner
Format
Tutorial
Cost
Free
Duration
Self-paced
Provider
PyTorch (Linux Foundation)
Hands-on
Yes — code/exercises
Certificate
None

What You’ll Learn

  • Tensors and automatic differentiation (autograd)
  • Building and training neural networks
  • Transfer learning and common workflows
  • Saving, loading, and deploying models

Highlights

  • The framework most research is written in
  • Beginner-to-advanced coverage, official and current

Who It’s For

Best For

  • Anyone learning deep learning at the code level

Prerequisites

  • Python

FAQ

What is PyTorch Tutorials?

Official PyTorch tutorials, from the beginner 'Deep Learning with PyTorch: A 60 Minute Blitz' to advanced topics.

Is PyTorch Tutorials free?

PyTorch Tutorials is free to access.

What level is PyTorch Tutorials for?

PyTorch Tutorials is aimed at a beginner audience. Recommended background: Python.

How long does PyTorch Tutorials take?

Expect roughly Self-paced. Most learners work through it at their own pace.

What will I learn from PyTorch Tutorials?

You'll learn: Tensors and automatic differentiation (autograd); Building and training neural networks; Transfer learning and common workflows; Saving, loading, and deploying models.

Topics

PyTorchdeep learningautogradtutorial