Numerai Example Scripts

A collection of scripts and notebooks to help you get started quickly.

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Notebooks

Try running these notebooks on Google Colab's free tier!

Hello Numerai

Start here if you are new! Explore the dataset and build your first model.

Feature Neutralization

Explore the tradeoff between risk and performance. Learn how to measure risk with feature exposure and control it with feature neutralization.

Analysis and Tips

Best practices and common mistakes to avoid when apply machine learning to Numerai's dataset.

Model Upload

A barebones example of how to upload your model to Numerai.

Scripts

Setup

pip install -U pip && pip install -r requirements.txt

Train basic example model on v4 data

python example_model.py

Train advanced example model on v4 data

python example_model_advanced.py

Train latest example model training on v4.1 data in int8 format

python example_model_sunshine.py

System Requirements

• Minimum: 16GB RAM and 4 core CPU
• Recommended: 32GB RAM and 8 core CPU