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Neural Networks and Deep Learning, Visually (3Blue1Brown)

By 3Blue1Brown

Course audio
Course audio: English
Level
Intermediate
Length
10 lessons

What you'll be able to do

  • Explain how a neural network turns inputs into predictions
  • Understand gradient descent and backpropagation
  • Grasp the idea of attention in transformers

About this course

3Blue1Brown's visual explanation of how neural networks work. It opens with what a neural network is, then explains gradient descent and how networks learn, backpropagation intuitively and through its calculus, and continues to large language models, transformers and attention. It suits students who know a little calculus and linear algebra and want to understand the mathematics behind modern AI before writing code. Afterwards, take CS50's Introduction to AI with Python or Stanford CS231n.

Before you start: Basic calculus and matrices

Syllabus

Lessons listed from the official YouTube playlist. Full playlist on YouTube

  1. 1But what is a neural network? | Deep learning chapter 1
  2. 2Gradient descent, how neural networks learn | Deep Learning Chapter 2
  3. 3Backpropagation, intuitively | Deep Learning Chapter 3
  4. 4Backpropagation calculus | Deep Learning Chapter 4
  5. 5Large Language Models explained briefly
  6. 6Transformers, the tech behind LLMs | Deep Learning Chapter 5
  7. 7Attention in transformers, step-by-step | Deep Learning Chapter 6
  8. 8How might LLMs store facts | Deep Learning Chapter 7
  9. 9But what is cross-entropy? | Compression is Intelligence Part 2
  10. 10But how do AI images and videos actually work? | Guest video by Welch Labs

What to take next

Videos by 3Blue1Brown, played from their official YouTube channel. Subscribe on YouTube

Official upload by the teacher or institution on their own channel, shown with YouTube's embedded player.

Lessons listed from the official YouTube playlist. Full playlist on YouTube

Lessons last checked Oct 2026. Course summary and lesson structure by Sabaq.

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