diff --git a/submarine-sdk/pysubmarine/submarine/ml/pytorch/model/base_pytorch_model.py b/submarine-sdk/pysubmarine/submarine/ml/pytorch/model/base_pytorch_model.py
index f54c30b6d..168a78ad8 100644
--- a/submarine-sdk/pysubmarine/submarine/ml/pytorch/model/base_pytorch_model.py
+++ b/submarine-sdk/pysubmarine/submarine/ml/pytorch/model/base_pytorch_model.py
@@ -17,6 +17,7 @@
 import logging
 import os
 from abc import ABC
+from pathlib import Path
 
 import torch
 from torch import distributed
@@ -44,6 +45,9 @@ def __init__(self, params=None, json_path=None):
         self.params = get_from_dicts(params, default_parameters)
         self.params = get_from_json(json_path, self.params)
         self._sanity_check()
+        Path(self.params['output']
+             ['save_model_dir']).expanduser().resolve().mkdir(parents=True,
+                                                              exist_ok=True)
         logging.info("Model parameters : %s", self.params)
         self.input_type = self.params['input']['type']