dota2-edge-ensemble / README.md
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metadata
title: Dota 2 Edge Ensemble
emoji: 🎮
colorFrom: red
colorTo: green
sdk: gradio
sdk_version: 5.12.0
app_file: app.py
pinned: false
license: mit

Dota 2 Edge — Multi-Model Ensemble Predictor

Predict professional Dota 2 match outcomes using a 5-model ensemble (XGBoost, LightGBM, CatBoost, LogReg, MLP) with Stacking meta-learner.

Prediction Moments

Moment Description Stacking AUC
m0 Draft (pre-game) 0.587
m1 @10 minutes 0.735
m15 @15 minutes 0.807
m2 @20 minutes 0.838
m3 @30 minutes 0.963

Dataset

Trained on 1,645 professional Dota 2 matches from OpenDota API. Dataset available at Finish-him/dota2-pro-matches.