🌟 Step-by-step implementation of the Transformer architecture

This laptop describes in as much detail as possible each step of implementing a transformer from scratch, with the necessary theoretical minimum
For complete enlightenment, you can combine it with video 3b1b

▶️ Jupyter Notebook

✅️ http://www.tgoop.com/codeprogrammer ✅️

🖥 Data structures in Python - cheat sheet

Keep a powerful cheat sheet on data structures in Python; Everything is explained here with examples, so it will be crystal clear
Concepts such as mutability, immutability are described, things like list comprehensions and much more are described.

📎 Crib

✅️ http://www.tgoop.com/codeprogrammer ✅️

⚡️ Big ML cheat sheet

Here you will find the basic theory of Machine Learning and examples of the implementation of specific ML algorithms - in general, this is just the thing to brush up on your knowledge before the interview.

📎 Crib

✅️ http://www.tgoop.com/codeprogrammer ✅️

⚡️ Neural Networks: Zero to Hero - a block of 8 lectures and practical exercises from Andrey Karpati

This is a course on neural networks from the very basics, perhaps the best on the entire Internet.
The course is a series of YouTube videos in which Karpathy shows how to design and train neural networks.
All these results are written in Jupyter-Notebooks, you can download them and experiment

▶️ Neural Networks: Zero to Hero

✅️ http://www.tgoop.com/codeprogrammer ✅️