diff --git a/g3doc/build_docs.py b/g3doc/build_docs.py
new file mode 100644
index 0000000..9d30a7f
--- /dev/null
+++ b/g3doc/build_docs.py
@@ -0,0 +1,68 @@
+# Lint as: python3
+# Copyright 2021 Google LLC. 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.import tensorflow_privacy
+"""Script to generate api_docs for TensorFlow Privacy."""
+
+import os
+
+from absl import app
+from absl import flags
+
+from tensorflow_docs.api_generator import generate_lib
+from tensorflow_docs.api_generator import public_api
+
+import tensorflow_privacy as tf_privacy
+
+flags.DEFINE_string('output_dir', '/tmp/tf_privacy',
+                    'Where to output the docs.')
+flags.DEFINE_string(
+    'code_url_prefix',
+    'https://github.com/tensorflow/privacy/blob/master/tensorflow_privacy',
+    'The url prefix for links to code.')
+flags.DEFINE_string('site_path', 'responsible_ai/privacy/api_docs/python/',
+                    'The location of the doc setin the site.')
+flags.DEFINE_bool('search_hints', True,
+                  'Include metadata search hints in the generated files.')
+
+FLAGS = flags.FLAGS
+
+PROJECT_SHORT_NAME = 'tf_privacy'
+PROJECT_FULL_NAME = 'TensorFlow Privacy'
+
+
+def gen_api_docs():
+  """Generates api docs for the tensorflow docs package."""
+  output_dir = FLAGS.output_dir
+
+  doc_generator = generate_lib.DocGenerator(
+      root_title=PROJECT_FULL_NAME,
+      py_modules=[(PROJECT_SHORT_NAME, tf_privacy)],
+      base_dir=os.path.dirname(tf_privacy.__file__),
+      code_url_prefix=FLAGS.code_url_prefix,
+      site_path=FLAGS.site_path,
+      search_hints=FLAGS.search_hints,
+      private_map={},
+      # This callback cleans up a lot of aliases caused by internal imports.
+      callbacks=[public_api.explicit_package_contents_filter])
+
+  doc_generator.build(output_dir)
+  print('Output docs to: ', output_dir)
+
+
+def main(_):
+  gen_api_docs()
+
+
+if __name__ == '__main__':
+  app.run(main)