🔎 About

Dota 2 winner prediction challenge!
Goal: predict who will win in dota game using match data.

🚜 Project stack

• Python (numpy, pandas, scikit-learn)
• ML (RandomForest, LightGBM, CatBoost)
• Kaggle data (competition page)

👁 Useful materials

• Baseline starter
• EDA & some feature engineering
• Using hero-ids
• Using hero items

⭐️ Result

• Single model: public score - 0.85719 (top 6% on leaderboard)