ML model predicting League of Legends match outcomes with 87.9% accuracy pre-game. Outperforms 50% ELO baseline utilizing historic match data and machine learning.

Game outcome prediction using machine learning classification models. Gradient Boosting, KNN, and Logistic Regression achieved the best performance based on accuracy, precision, recall, and F1-score.