Numerai is a hedge fund running a crowd-sourced AI tournament to predict stock market movements. Participants use Numerai's encrypted data to create machine learning models, submitting predictions for evaluation. Successful models can earn rewards in Numerai's cryptocurrency, NMR. The project emphasizes collaboration and collective intelligence in finance, combining participant predictions into a meta-model for actual trading.