{ "R\u00e9gression Lin\u00e9aire": { "r2": 0.6954866320001932, "mae": 0.40106596517703635, "rmse": 0.7941948272069866, "rmse_pct": 24.54790675695119, "temps": 3.4553699493408203 }, "Ridge Regression": { "r2": 0.6956033604116121, "mae": 0.4010100280415759, "rmse": 0.7940425941753835, "rmse_pct": 24.543201359563668, "temps": 0.649498701095581 }, "Random Forest": { "r2": 0.8007356286018653, "mae": 0.25191062829185046, "rmse": 0.6424490621339384, "rmse_pct": 19.857570375794463, "temps": 3191.0901625156403 }, "Gradient Boosting": { "r2": 0.8002233510304723, "mae": 0.252456205962866, "rmse": 0.6432743501430408, "rmse_pct": 19.883079347146396, "temps": 5755.829763889313 }, "Extra Trees": { "r2": 0.8008831061092234, "mae": 0.2519355843030571, "rmse": 0.642211276716332, "rmse_pct": 19.850220624751522, "temps": 620.5037322044373 }, "XGBoost": { "r2": 0.8005148405358871, "mae": 0.25057819869636805, "rmse": 0.6428048854430123, "rmse_pct": 19.868568580660405, "temps": 47.70547676086426 }, "LightGBM": { "r2": 0.8010071917790376, "mae": 0.25040492034613004, "rmse": 0.6420111389130349, "rmse_pct": 19.844034530400897, "temps": 71.80779576301575 }, "Baseline Persistance": { "r2": 0.4664298947738801, "mae": 0.5153992943491533, "rmse": 1.051282940926688, "rmse_pct": 32.49428820859831, "temps": 0.0 } }