diff --git a/model_manager/utils/repository/model_repository.py b/model_manager/utils/repository/model_repository.py
index 45068ee..d9617f0 100644
--- a/model_manager/utils/repository/model_repository.py
+++ b/model_manager/utils/repository/model_repository.py
@@ -11,6 +11,7 @@ and logging model runs to MLFlow.
 
 import os
 import shutil
+import warnings
 from datetime import datetime
 from os import makedirs, path
 
@@ -22,6 +23,9 @@ from model_manager.sientia.model_serving import ModelServing  # type: ignore[imp
 from model_manager.sientia.reports import Reports  # type: ignore[import-untyped]
 from model_manager.utils.models.train_model_result import TrainModelResult
 
+# Suppress sklearn FutureWarning about 'squared' deprecation without changing business logic
+warnings.filterwarnings('ignore', category=FutureWarning, message=".*'squared' is deprecated.*")
+
 
 class ModelRepository:
     def __init__(self, url, username, password, logger: Logger):