Let's build GPT: from scratch, in code, spelled out.
We build a Generatively Pretrained Transformer (GPT), following the paper "Attention is All You Need" and OpenAI's GPT-2 / GPT-3. We talk about connections to ChatGPT, which has taken the world by storm. We watch GitHub Copilot, itself a GPT, help us write a GPT (meta :D!) . I recommend people watch the earlier makemore videos to get comfortable with the autoregressive language modeling framework and basics of tensors and PyTorch nn, which we take for granted in this video.
Links:
- Google colab for the video: https://colab.research.google.com/drive/1JMLa53HDuA-i7ZBmqV7ZnA3c_fvtXnx-?usp=shari…
Watch on YouTube ↗
(saves to browser)
Playlist
Uploads from Andrej Karpathy · Andrej Karpathy · 12 of 17
1
2
3
4
5
6
7
8
9
10
11
▶
13
14
15
16
17
Stable diffusion dreams of steam punk neural networks
Andrej Karpathy
Stable diffusion dreams of "blueberry spaghetti" for one night
Andrej Karpathy
The spelled-out intro to neural networks and backpropagation: building micrograd
Andrej Karpathy
Stable diffusion dreams of tattoos
Andrej Karpathy
Stable diffusion dreams of steampunk brains
Andrej Karpathy
Stable diffusion dreams of psychedelic faces
Andrej Karpathy
The spelled-out intro to language modeling: building makemore
Andrej Karpathy
Building makemore Part 2: MLP
Andrej Karpathy
Building makemore Part 3: Activations & Gradients, BatchNorm
Andrej Karpathy
Building makemore Part 4: Becoming a Backprop Ninja
Andrej Karpathy
Building makemore Part 5: Building a WaveNet
Andrej Karpathy
Let's build GPT: from scratch, in code, spelled out.
Andrej Karpathy
[1hr Talk] Intro to Large Language Models
Andrej Karpathy
Let's build the GPT Tokenizer
Andrej Karpathy
Let's reproduce GPT-2 (124M)
Andrej Karpathy
Deep Dive into LLMs like ChatGPT
Andrej Karpathy
How I use LLMs
Andrej Karpathy
DeepCamp AI