
Lex Fridman Podcast #159 – Richard Craib: WallStreetBets, Numerai, and the Future of Stock Trading
Feb 7, 2021
Richard Craib, founder of Numerai, a pioneering crowdsourced AI hedge fund, shares his insights into the WallStreetBets phenomenon and the GameStop saga. He discusses the ethical dilemmas of short selling, contrasting 'evil shorting' with 'chill shorting.' Craib explores innovative investment strategies, the importance of community-driven data in finance, and the future of stock trading through AI. He also reflects on the evolving significance of wealth in cryptocurrency and the personal journeys that shape entrepreneurial ambition.
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Numerai's Approach
- Numerai, a crowdsourced hedge fund, gives away its obfuscated data for anyone to model.
- This allows talented individuals to use machine learning to find patterns without revealing the data's meaning.
Tree Models and Feature Exposure
- Tree models like XGBoost perform well on Numerai’s data but require a counterintuitive approach.
- Reducing exposure to seemingly important features is crucial for managing risk and volatility.
Getting Started with Numerai
- To participate in Numerai, download the data, experiment with the provided example script, and modify the algorithm.
- Set up a compute server on a platform like AWS to automate prediction submissions.

















