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Examples #10

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Merged
Engelsgeduld merged 3 commits into from
May 5, 2025
Merged

Examples #10

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b9a00ec
feat: Add catboost to config
May 4, 2025
f628316
fix: Month counting in train test split, fix key preprocessing and mi…
May 4, 2025
312f328
feat: add examples for 2 real datasets
May 5, 2025
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12 changes: 10 additions & 2 deletions configs/models_configs.py
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Original file line number Diff line number Diff line change
@@ -1,5 +1,6 @@
import numpy as np
import xgboost as xgb
from catboost import CatBoostRegressor
from sklearn.ensemble import GradientBoostingRegressor
from sklearn.linear_model import Lasso, Ridge
from sklearn.neighbors import KNeighborsRegressor
Expand All @@ -13,9 +14,15 @@
},
)

LassoConfig = (Lasso, {"alpha": np.logspace(-3, 2, 6)})
CatBoostConfig = (
CatBoostRegressor,
{"learning_rate": np.logspace(-2, -1, 3), "max_depth": [3, 5, 7], "verbose": [0]},
)


LassoConfig = (Lasso, {"alpha": np.logspace(-3, 1, 6)})

RidgeConfig = (Ridge, {"alpha": np.logspace(-3, 2, 5)})
RidgeConfig = (Ridge, {"alpha": np.logspace(-3, 1, 5)})

GradientBoostingRegressorConfig = (
GradientBoostingRegressor,
Expand Down Expand Up @@ -43,5 +50,6 @@
"Ridge": RidgeConfig,
"GradientBoostingRegressor": GradientBoostingRegressorConfig,
"KNeighborsRegressor": KNeighborsRegressorConfig,
"CatBoost": CatBoostConfig,
"SVR": SVRConfig,
}
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