Coding a Transformer from scratch on PyTorch, with full explanation, training and inference. Umar Jamil
372.8K views · 8.9K likes · 3 years ago
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 Transformer from scratch on PyTorch, with full explanation, training and inference." by Umar Jamil (372,753 views).
Explore PyTorch
Step 1
Start Here
Beginner-friendly PyTorch intros and crash courses
5:03:32 
5:46:05 Coding a Multimodal (Vision) Language Model from scratch in PyTorch with full explanation Umar Jamil
133.4K views · 4.2K likes · 1 year ago
31:11 Coding a ChatGPT Like Transformer From Scratch in PyTorch StatQuest with Josh Starmer
112.2K views · 3.1K likes · 2 years ago
47:44 Pytorch Geometric tutorial: Introduction to Pytorch geometric Antonio Longa
78.9K views · 1K likes · 5 years ago
Step 2
Core Skills
Full courses and comprehensive PyTorch tutorials
4:41:25 Build an AI/ML Tennis Analysis system with YOLO, PyTorch, and Key Point Extraction Code In a Jiffy
460.8K views · 13.6K likes · 2 years ago
![Build Your First Pytorch Model In Minutes! [Tutorial + Code]](https://img.youtube.com/vi/tHL5STNJKag/mqdefault.jpg)
31:32 Build Your First Pytorch Model In Minutes! [Tutorial + Code] Rob Mulla
258.4K views · 7.1K likes · 2 years ago
38:55 Finetune LLMs to teach them ANYTHING with Huggingface and Pytorch | Step-by-step tutorial Neural Breakdown with AVB
144.1K views · 4.4K likes · 1 year ago
4:49:58 AI Engineering Full Course (PyTorch) 2026 UPDATED | Beginner to Advanced | One Shot | Sagar Chouksey Coding With Sagar
78K views · 2.5K likes · 6 months ago
2:15:13 Reinforcement Learning from Human Feedback explained with math derivations and the PyTorch code. Umar Jamil
71.5K views · 2K likes · 2 years ago
10:12:10 Train and Deploy a Multimodal AI Model: PyTorch, AWS, SageMaker, Next.js 15, React, Tailwind (2025) Andreas Trolle
68K views · 3.2K likes · 1 year ago
Step 3
Advanced & Deep Dives
Go deeper into PyTorch internals and real-world use
![Heterogeneous graph learning [Advanced PyTorch Geometric Tutorial 4]](https://img.youtube.com/vi/qL09oshDKww/mqdefault.jpg)
33:17 Heterogeneous graph learning [Advanced PyTorch Geometric Tutorial 4] Antonio Longa
16.9K views · 210 likes · 4 years ago
18:00 ![Open Graph Benchmark and PyG [Advanced PyTorch Geometric Tutorial 1]](https://img.youtube.com/vi/DOFM2e_o5lU/mqdefault.jpg)
24:27 Open Graph Benchmark and PyG [Advanced PyTorch Geometric Tutorial 1] Antonio Longa
7.1K views · 100 likes · 4 years ago
![GraphGym and PyG [Advanced PyTorch Geometric Tutorial 2]](https://img.youtube.com/vi/dGRQe92PBBw/mqdefault.jpg)
42:20 GraphGym and PyG [Advanced PyTorch Geometric Tutorial 2] Antonio Longa
6.1K views · 74 likes · 4 years ago
![Advanced mini-batching [Advanced PyTorch Geometric Tutorial 5]](https://img.youtube.com/vi/mz9xYNg9Ofs/mqdefault.jpg)
28:08 Advanced mini-batching [Advanced PyTorch Geometric Tutorial 5] Antonio Longa
5.4K views · 99 likes · 4 years ago
Step 4
Stay Current
The freshest PyTorch videos from the last 6 months
8:09 
32:30 
2:34 Become an AI Engineer: Learn Deep Learning, Transformers & LLMs with PyTorch Mrelan
15.3K views · 1 likes · 1 month ago
3:57 Why Your PyTorch Code Crashes on GPU And How to Fix It Deep knowledge
6.5K views · 6 likes · 5 months ago
1:17:25 Stanford CS336 Language Modeling from Scratch | Spring 2026 | Lecture 2: PyTorch (einops) Stanford Online
4.8K views · 109 likes · 2 months ago