QuantML Learn

Implementations behind quantml.org — every model taught on the site, built from scratch in clean Python.

Each directory is a self-contained project with its own requirements.txt, training script, and analysis tools. Clone the repo, pick a topic, and follow its README.

Topics

Topic	What you'll build	Interactive lesson
Word2Vec	Skip-gram word embeddings in PyTorch	quantml.org/topics/word2vec

Quick Start

git clone https://github.com/quantml/learn.git
cd learn/word2vec
pip install -r requirements.txt
python train.py

How This Repo Relates to the Website

The QuantML website provides interactive visualizations, guided walkthroughs, and quizzes for each topic. This repo contains the actual training code that generates the data behind those visualizations. You can:

1. Read the code to understand the implementation
2. Run it yourself to reproduce results
3. Modify hyperparameters and experiment
4. Analyze the outputs with the included analysis scripts

License

MIT