Deep Learning
Neural networks from the ground up, through CNNs, RNNs and transformers.
Beginner
Start here. No background needed beyond school maths.
But What Is a Neural Network?
The first chapter of 3Blue1Brown's series: a neural network that reads handwritten digits, explained piece by piece.
3Blue1Brown
Gradient Descent, How Neural Networks Learn
Chapter 2 of 3Blue1Brown's series: what it means for a network to learn and how gradient descent does it.
3Blue1Brown
Neural Networks (3Blue1Brown)
The best-known visual introduction to how neural networks learn, from neurons and layers to backpropagation and transformers.
3Blue1Brown
The Essential Main Ideas of Neural Networks
Opens up a tiny neural network and shows what each part does using simple numbers instead of heavy maths.
StatQuest with Josh Starmer
Advanced
Once the basics are comfortable.
Stanford CME295 Transformers & LLMs | Fall 2026
A video from Stanford University on Stanford CME295 Transformers & LLMs | Fall 2026. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Stanford University
How to Maximize Memory Efficiency and Reduce Costs on NVIDIA Jetson
A video from NVIDIA on How to Maximize Memory Efficiency and Reduce Costs on NVIDIA Jetson. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
NVIDIA
Stanford CME295 Transformers & LLMs | Autumn 2026
A video from Stanford University on Stanford CME295 Transformers & LLMs | Autumn 2026. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Stanford University
Deep Dive into LLMs like ChatGPT
A video from Andrej Karpathy on Deep Dive into LLMs like ChatGPT. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Andrej Karpathy
How to Deploy a Standalone VLM Kiosk on NVIDIA Jetson with Codex
A video from NVIDIA on How to Deploy a Standalone VLM Kiosk on NVIDIA Jetson with Codex. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
NVIDIA
How to Set Up NVIDIA Jetson for Remote AI Development with Codex
A video from NVIDIA on How to Set Up NVIDIA Jetson for Remote AI Development with Codex. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
NVIDIA
How to Trace and Evaluate a Hermes Agent with NVIDIA NeMo Relay and Phoenix
A video from NVIDIA on How to Trace and Evaluate a Hermes Agent with NVIDIA NeMo Relay and Phoenix. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
NVIDIA
Stanford CME295 Transformers & LLMs | Autumn 2026
A video from Stanford University on Stanford CME295 Transformers & LLMs | Autumn 2026. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Stanford University
Stanford CS153 Frontier Systems
A video from Stanford University on Stanford CS153 Frontier Systems. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Stanford University
What's New in CUDA 13.4
A video from NVIDIA on What's New in CUDA 13.4. Best once you are comfortable with the basics of Deep Learning. It plays here in the portal, and your progress is saved as you watch.
NVIDIA
Backpropagation, Intuitively
Chapter 3 of 3Blue1Brown's series: an intuitive picture of how backpropagation assigns blame to each weight.
3Blue1Brown
MIT 6.S191: Introduction to Deep Learning
MIT's intensive bootcamp-style lectures on deep learning foundations and current topics, updated every year.
Alexander Amini (MIT)
PyTorch for Deep Learning and Machine Learning: Full Course
A hands-on PyTorch course from tensors to computer vision and custom datasets, with code for every step.
freeCodeCamp
TensorFlow 2.0 Complete Course: Python Neural Networks for Beginners
A hands-on TensorFlow and Keras course covering core ML algorithms, neural networks, CNNs, RNNs and reinforcement learning.
freeCodeCamp
The Spelled-out Intro to Neural Networks and Backpropagation: Building micrograd
Andrej Karpathy builds a tiny autograd engine from scratch so backpropagation stops being a mystery.
Andrej Karpathy
Expert
Research-level depth and specialist material.
[GRPO Explained] DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
An explainer from Yannic Kilcher on [GRPO Explained] DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models. In-depth material for learners already confident in Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Yannic Kilcher
[Paper Analysis] On the Theoretical Limitations of Embedding-Based Retrieval (Warning: Rant)
A walkthrough of a research paper from Yannic Kilcher on [Paper Analysis] On the Theoretical Limitations of Embedding-Based Retrieval (Warning: Rant). In-depth material for learners already confident in Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Yannic Kilcher
[Paper Analysis] The Free Transformer (and some Variational Autoencoder stuff)
A walkthrough of a research paper from Yannic Kilcher on [Paper Analysis] The Free Transformer (and some Variational Autoencoder stuff). In-depth material for learners already confident in Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Yannic Kilcher
Context Rot: How Increasing Input Tokens Impacts LLM Performance (Paper Analysis)
A walkthrough of a research paper from Yannic Kilcher on Context Rot: How Increasing Input Tokens Impacts LLM Performance (Paper Analysis). In-depth material for learners already confident in Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Yannic Kilcher
Energy-Based Transformers are Scalable Learners and Thinkers (Paper Review)
A walkthrough of a research paper from Yannic Kilcher on Energy-Based Transformers are Scalable Learners and Thinkers (Paper Review). In-depth material for learners already confident in Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Yannic Kilcher
How I use LLMs
A video from Andrej Karpathy on How I use LLMs. In-depth material for learners already confident in Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Andrej Karpathy
TiDAR: Think in Diffusion, Talk in Autoregression (Paper Analysis)
A walkthrough of a research paper from Yannic Kilcher on TiDAR: Think in Diffusion, Talk in Autoregression (Paper Analysis). In-depth material for learners already confident in Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Yannic Kilcher
Titans: Learning to Memorize at Test Time (Paper Analysis)
A walkthrough of a research paper from Yannic Kilcher on Titans: Learning to Memorize at Test Time (Paper Analysis). In-depth material for learners already confident in Deep Learning. It plays here in the portal, and your progress is saved as you watch.
Yannic Kilcher
Neural Networks: Zero to Hero
Karpathy's series that builds neural networks and language models from scratch in code, up to a working GPT.
Andrej Karpathy