diff --git a/opensearch_py_ml/ml_commons/model_train.py b/opensearch_py_ml/ml_commons/model_train.py
deleted file mode 100644
index 3c5ef576c..000000000
--- a/opensearch_py_ml/ml_commons/model_train.py
+++ /dev/null
@@ -1,44 +0,0 @@
-# SPDX-License-Identifier: Apache-2.0
-# The OpenSearch Contributors require contributions made to
-# this file be licensed under the Apache-2.0 license or a
-# compatible open source license.
-# Any modifications Copyright OpenSearch Contributors. See
-# GitHub history for details.
-
-import json
-from typing import Optional
-
-from opensearchpy import OpenSearch
-
-from opensearch_py_ml.ml_commons.ml_common_utils import ML_BASE_URI
-
-
-class ModelTrain:
-    """
-    Class for training models using ML Commons train API.
-    """
-
-    API_ENDPOINT = "_train"
-
-    def __init__(self, os_client: OpenSearch):
-        self._client = os_client
-
-    def _train(
-        self, algorithm_name: str, input_json: dict, is_async: Optional[bool] = True
-    ) -> dict:
-        """
-        This method trains an ML model
-        """
-
-        params = {}
-        if not isinstance(input_json, dict):
-            input_json = json.loads(input_json)
-        if is_async:
-            params["async"] = "true"
-
-        return self._client.transport.perform_request(
-            method="POST",
-            url=f"{ML_BASE_URI}/{ModelTrain.API_ENDPOINT}/{algorithm_name}",
-            body=input_json,
-            params=params,
-        )