diff --git a/src/sagemaker_sklearn_extension/preprocessing/encoders.py b/src/sagemaker_sklearn_extension/preprocessing/encoders.py
index 306dc5a..46383c1 100644
--- a/src/sagemaker_sklearn_extension/preprocessing/encoders.py
+++ b/src/sagemaker_sklearn_extension/preprocessing/encoders.py
@@ -153,6 +153,19 @@ def fit(self, X, y=None):
 
         return self
 
+    def fit_transform(self, X, y=None):
+        # This method is overloaded here in order to fix a minor bug in OneHotEncoder. See the last line of this method
+        self._validate_keywords()
+
+        self._handle_deprecations(X)
+
+        if self._legacy_mode:
+            return super()._transform_selected(
+                X, self._legacy_fit_transform, self.dtype, self._categorical_features, copy=True
+            )
+        # The y was added to fit. In OneHotEncoder the next line is: return self.fit(X).transform(X)
+        return self.fit(X, y).transform(X)
+
     def _more_tags(self):
         return {"X_types": ["categorical"]}