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Coding a ChatGPT Like Transformer From Scratch in PyTorch

Автор: StatQuest with Josh Starmer

Загружено: 2024-06-30

Просмотров: 96645

Описание:

In this StatQuest we walk through the code required to code your own ChatGPT like Transformer in PyTorch and we do it one step at a time, with every little detail clearly explained.

NOTE: This StatQuest assumes that you are already familiar with the concepts behind...
Decoder-Only Transformers:    • Decoder-Only Transformers, ChatGPTs specif...  
The Essential Matrix Algebra for Neural Networks:    • Essential Matrix Algebra for Neural Networ...  
The Matrix Math Behind Transformers:    • The matrix math behind transformer neural ...  

You can get the code here: https://github.com/StatQuest/decoder_...

The full Neural Networks playlist, from the basics to AI, is here:    • The Essential Main Ideas of Neural Networks  

Learn more about GiveInternet.org: https://giveinternet.org/StatQuest NOTE: Donations up to $30 will be matched by an Angel Investor - so a $30 donation would give $60 to the organization. DOUBLE BAM!!!

For a complete index of all the StatQuest videos, check out:
https://statquest.org/video-index/

If you'd like to support StatQuest, please consider...

Patreon:   / statquest  
...or...
YouTube Membership:    / @statquest  

...buying one of my books, a study guide, a t-shirt or hoodie, or a song from the StatQuest store...
https://statquest.org/statquest-store/

...or just donating to StatQuest!
https://www.paypal.me/statquest

Lastly, if you want to keep up with me as I research and create new StatQuests, follow me on twitter:
  / joshuastarmer  

0:00 Awesome song and introduction
1:12 Loading the modules
2:04 Creating the training dataset
6:17 Coding Position Encoding
14:09 Coding Attention
21:04 Coding a Decoder-Only Transformer
26:39 Running the model (untrained)
29:18 Training and using the model

#StatQuest #PyTorch #chatgpt

Coding a ChatGPT Like Transformer From Scratch in PyTorch

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