Learn PyTorch — Free Video Roadmap
A step-by-step path through the best free PyTorch videos on YouTube — beginner to advanced, in the order that actually makes sense. YouTube channels focused on PyTorch for machine learning and deep learning. Learn tensor operations, model training, research implementations, and production deployment.
To learn PyTorch in 2026, follow this order: start with a beginner crash course, then a full course, then advanced deep dives. This roadmap sequences 21 of the best free YouTube videos — beginning with "Coding a ChatGPT Like Transformer From Scratch in PyTorch" by StatQuest with Josh Starmer (112,187 views).
Start Here
Beginner-friendly PyTorch intros and crash courses
47:44
4:49:58
6:38:44
41:36 Core Skills
Full courses and comprehensive PyTorch tutorials
4:41:25
31:32
38:55
10:12:10
46:40
32:02 Advanced & Deep Dives
Go deeper into PyTorch internals and real-world use
33:17
18:00
24:27
42:20
28:08 Stay Current
The freshest PyTorch videos from the last 6 months
32:30
1:08:50
3:57
1:17:25
5:23 Want a roadmap tailored to your goal and experience? Try the free AI learning planner →