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Interactive CS229

Interactive CS229 is a set of Marimo Notebooks that let you explore implementations of the theory & models covered in Stanford's flagship CS229 course. All implementations are written using just NumPy.

Warning

This repo is in heavy development. I am to also provide derivations and insights that I deem important that don't exist in the official lecture notes.

To run a model locally, simply call:

uv run marimo run notebooks/<notebook_name>.py

This will open it locally in your browser.

Models

Supervised Learning

Model Task Notebook
Linear Regression Regression Open in Google Colab
Logistic Regression Binary Classification Open in Google Colab
Locally Weighted Regression Regression Open in Google Colab
Softmax Regression Multi-class Classification Open in Google Colab

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Interactive notebooks implementing CS229 theory & models from the ground up.

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