{ "model_type": "xgboost", "task": "regression", "framework": "sklearn", "target_variable": "PTS", "model_name": "NBA Performance Predictor", "version": "1.0.0", "description": "XGBoost model for predicting NBA player points per game using historical statistics and time-series features", "license": "MIT", "tags": [ "xgboost", "nba", "sports-analytics", "regression", "time-series", "basketball" ], "metrics": { "rmse": "3-5 points", "r2_score": "0.6-0.8" }, "input_features": [ "Age", "G", "GS", "MP", "FG", "FGA", "FG_1", "Pos_encoded", "Team_encoded", "Age_category_encoded", "PTS_lag_1", "PTS_lag_2", "TRB_lag_1", "AST_lag_1", "Points_per_minute_lag_1", "Efficiency_lag_1" ], "preprocessing": { "scaler": "StandardScaler", "encodings": { "position": "LabelEncoder", "team": "LabelEncoder", "age_category": "LabelEncoder" } } }