علماء البياناتالمنتجون والمخرجون Predict Academy Awards winners using a four-method ensemble (Stats, ML, LLM research, Crowd consensus). Scrapes historical award data from IMDB, estimates Bayesian weights, trains ML models with full LOO-CV validation, conducts independent LLM web research, and combines everything into a weighted ensemble. Use when the user wants Oscar predictions, award season analysis, or to run the prediction pipeline for any ceremony year.
2026-03-15