diff --git a/quantile_forest/_quantile_forest.py b/quantile_forest/_quantile_forest.py
index bc52a16..1c49eed 100755
--- a/quantile_forest/_quantile_forest.py
+++ b/quantile_forest/_quantile_forest.py
@@ -38,7 +38,11 @@ class calls the ``fit`` method of the ``ForestRegressor`` and creates a
 )
 from sklearn.tree import DecisionTreeRegressor, ExtraTreeRegressor
 from sklearn.tree._tree import DTYPE
-from sklearn.utils import parse_version
+
+try:
+    from sklearn.utils.fixes import parse_version
+except ImportError:
+    from sklearn.utils import parse_version
 
 param_validation = True
 try: