diff --git a/freqtrade/freqai/prediction_models/LightGBMPredictionModel.py b/freqtrade/freqai/prediction_models/LightGBMPredictionModel.py
index 17700a97f..8e4e0fd42 100644
--- a/freqtrade/freqai/prediction_models/LightGBMPredictionModel.py
+++ b/freqtrade/freqai/prediction_models/LightGBMPredictionModel.py
@@ -85,7 +85,7 @@ class LightGBMPredictionModel(IFreqaiModel):
         X = data_dictionary["train_features"]
         y = data_dictionary["train_labels"]
 
-        model = LGBMRegressor(seed=42, n_estimators=2000, verbosity=1, force_col_wise=True)
+        model = LGBMRegressor(**self.model_training_parameters)
         model.fit(X=X, y=y, eval_set=eval_set)
 
         return model