diff --git a/examples/v1/mnist_with_summaries/Dockerfile.ppc64le b/examples/v1/mnist_with_summaries/Dockerfile.ppc64le
new file mode 100644
index 0000000000..bd87d9d5b9
--- /dev/null
+++ b/examples/v1/mnist_with_summaries/Dockerfile.ppc64le
@@ -0,0 +1,18 @@
+# Copyright 2016 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+FROM ibmcom/tensorflow-ppc64le:1.13.1
+
+ADD . /var/tf_mnist
+ENTRYPOINT ["python", "/var/tf_mnist/mnist_with_summaries.py"]
diff --git a/examples/v1/mnist_with_summaries/README.md b/examples/v1/mnist_with_summaries/README.md
index f4920ef8ed..075e87ce60 100644
--- a/examples/v1/mnist_with_summaries/README.md
+++ b/examples/v1/mnist_with_summaries/README.md
@@ -6,11 +6,16 @@ for integrating with other components like Katib.
 
 The source code is borrowed from TensorFlow tutorials [here](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/examples/tutorials/mnist/mnist_with_summaries.py).
 
-To build this image:
+To build this image on x86_64:
 ```shell
 docker build -f Dockerfile -t kubeflow/tf-mnist-with-summaries:1.0 ./
 ```
+On ppc64le, run as:
+```shell
+docker build -f Dockerfile.ppc64le -t kubeflow123/tf-mnist-with-summaries:1.0 ./
+```
 
 Usage:
 1. Add the persistent volume and claim: `kubectl apply -f tfevent-volume/.`
 1. Deploy the TFJob: `kubectl apply -f tf_job_mnist.yaml`
+   * If on ppc64le, please update tf_job_mnist.yaml to use the image of ppc64le firstly.
\ No newline at end of file