diff --git a/tensorboard/plugins/hparams/_keras.py b/tensorboard/plugins/hparams/_keras.py
index dc57c09301..29a86fd086 100644
--- a/tensorboard/plugins/hparams/_keras.py
+++ b/tensorboard/plugins/hparams/_keras.py
@@ -17,7 +17,7 @@
 Use `tensorboard.plugins.hparams.api` to access this module's contents.
 """
 
-
+import os
 import tensorflow as tf
 
 from tensorboard.plugins.hparams import api_pb2
@@ -39,7 +39,7 @@ def __init__(self, writer, hparams, trial_id=None):
 
         Args:
           writer: The `SummaryWriter` object to which hparams should be
-            written, or a logdir (as a `str`) to be passed to
+            written, or a logdir (as a `str` or `PathLike`) to be passed to
             `tf.summary.create_file_writer` to create such a writer.
           hparams: A `dict` mapping hyperparameters to the values used in
             this session. Keys should be the names of `HParam` objects used
@@ -62,10 +62,14 @@ def __init__(self, writer, hparams, trial_id=None):
         summary_v2.hparams_pb(self._hparams, trial_id=self._trial_id)
         if writer is None:
             raise TypeError(
-                "writer must be a `SummaryWriter` or `str`, not None"
+                "writer must be a `SummaryWriter`, `str` or `PathLike`, not None"
             )
         elif isinstance(writer, str):
             self._writer = tf.compat.v2.summary.create_file_writer(writer)
+        elif isinstance(writer, os.PathLike):
+            self._writer = tf.compat.v2.summary.create_file_writer(
+                os.fspath(writer)
+            )
         else:
             self._writer = writer
 
diff --git a/tensorboard/plugins/hparams/_keras_test.py b/tensorboard/plugins/hparams/_keras_test.py
index 570bd15acf..1cef8ffc80 100644
--- a/tensorboard/plugins/hparams/_keras_test.py
+++ b/tensorboard/plugins/hparams/_keras_test.py
@@ -15,6 +15,7 @@
 
 
 import os
+from pathlib import Path
 from unittest import mock
 
 from google.protobuf import text_format
@@ -145,6 +146,14 @@ def test_explicit_writer(self):
         # We'll assume that the contents are correct, as in the case where
         # the file writer was constructed implicitly.
 
+    def test_pathlib_writer(self):
+        writer = Path(self.logdir)
+        self._initialize_model(writer=writer)
+        self.model.fit(x=[(1,)], y=[(2,)], callbacks=[self.callback])
+
+        files = os.listdir(self.logdir)
+        self.assertEqual(len(files), 1, files)
+
     def test_non_eager_failure(self):
         with tf.compat.v1.Graph().as_default():
             assert not tf.executing_eagerly()
@@ -165,7 +174,7 @@ def test_reuse_failure(self):
     def test_invalid_writer(self):
         with self.assertRaisesRegex(
             TypeError,
-            "writer must be a `SummaryWriter` or `str`, not None",
+            "writer must be a `SummaryWriter`, `str` or `PathLike`, not None",
         ):
             _keras.Callback(writer=None, hparams={})