marianotir / awesome-numerai

A curated list of awesome numerai libraries, tutorials and other resources.

Awesome Numerai

A curated list of awesome numerai libraries, tutorials and other resources.

• Libraries
• Resources
  • Tutorials
  • Publications
  • Websites

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Libraries

numerai specific software libraries.

• Python

  • numerapi - Python API for the numerai tournament
  • opensignals - Download data and generate features for the Signals competition
  • numerai-cli - CLI for numerai compute.
  • numereval - A small library to locally reproduce the scores on numer.ai diagnistics dashboard.

• R

  • rnumerai - R Interface to the Numerai Machine Learning Tournament API

• Scala

Resources

Tutorials

• Twitch Stream - Twitch streams of Arbitrage.
• Twitch stream notebooks - Notebooks from Arbitrage's Twitch streams.
• Slides and Notebooks - Slides and Notebooks of webinar on ML and Numerai at King's College London by SurajP.

Publications

• Classic
  • An easy guide to “The hardest data science tournament on the planet”
  • How to get started with Numerai
  • Evaluating Financial Machine Learning Models on Numerai
• Signals
  • Let’s talk about Signals
  • Getting Started with Numerai Signals
  • From r/WSB to Numerai Signals

Websites

• Numerai Payouts app - Numerai Payouts App by Ceunen to see daily performance changes and rewards on phone.
• Numerai Payouts Dashboard - Lets you compare different models' performances with graphs by Ceunen.
• Numerati Dashboard - Models' scores and percentile ranks in a tabular format by ia_ai.

Contributing

Your contributions are always welcome! Please open a PR.