# Implementation

## Transformer Implementation from Scratch with PyTorch

{% embed url="<https://www.youtube.com/watch?v=f7TnuO02DjM>" %}

## Build GPT from Scratch

{% embed url="<https://www.youtube.com/watch?v=kCc8FmEb1nY>" %}

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