diff --git a/freqtrade/freqai/prediction_models/CatboostClassifier.py b/freqtrade/freqai/prediction_models/CatboostClassifier.py
index 6dab012d1..2aebc3ebf 100644
--- a/freqtrade/freqai/prediction_models/CatboostClassifier.py
+++ b/freqtrade/freqai/prediction_models/CatboostClassifier.py
@@ -34,7 +34,7 @@ class CatboostClassifier(BaseClassifierModel):
         cbr = CatBoostClassifier(
             allow_writing_files=True,
             loss_function='MultiClass',
-            train_dir=Path(dk.data_path / 'tensorboard'),
+            train_dir=Path(dk.data_path),
             **self.model_training_parameters,
         )
 
diff --git a/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py b/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
index 085c13b86..de7a73e3a 100644
--- a/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
+++ b/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
@@ -28,7 +28,7 @@ class CatboostRegressorMultiTarget(BaseRegressionModel):
 
         cbr = CatBoostRegressor(
             allow_writing_files=True,
-            train_dir=Path(dk.data_path / 'tensorboard'),
+            train_dir=Path(dk.data_path),
             **self.model_training_parameters,
         )