[P] Random Forest on ~100k Polymarket questions — 80% accuracy (text-only)

Reddit - Machine Learning 1 min read Article

Summary

This article discusses the implementation of a Random Forest model trained on approximately 90,000 Polymarket questions, achieving an 80% accuracy rate on predictions.

Why It Matters

Understanding the effectiveness of machine learning models like Random Forest in predicting market outcomes can enhance decision-making in trading and forecasting. This study provides insights into feature selection and model performance, relevant for data scientists and traders alike.

Key Takeaways

  • Random Forest model achieved 80% accuracy on Polymarket data.
  • Utilized TF-IDF features along with basic flags for improved predictions.
  • Cross-validation with different datasets yielded consistent results.
  • Model performance was evaluated using Brier score and logloss.
  • Insights can inform future applications in market prediction.

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