Bump version number to 0.19.0 (#1462)

This PR bumps version number to 0.19.0, and updates README.md/RELEASE.md. The release date is temporarily set to next week (06/25), subject to change. Signed-off-by: Yong Tang <yong.tang.github@outlook.com>
tensorflow · Jun 21, 2021 · e5e4b1e · e5e4b1e
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diff --git a/README.md b/README.md
@@ -116,6 +116,7 @@ of releases [here](https://github.com/tensorflow/io/releases).
 
 | TensorFlow I/O Version | TensorFlow Compatibility | Release Date |
 | --- | --- | --- |
+| 0.19.0 | 2.5.x | Jun 25, 2021 |
 | 0.18.0 | 2.5.x | May 13, 2021 |
 | 0.17.1 | 2.4.x | Apr 16, 2021 |
 | 0.17.0 | 2.4.x | Dec 14, 2020 |

diff --git a/RELEASE.md b/RELEASE.md
@@ -1,3 +1,19 @@
+# Release 0.19.0
+
+## Major Features
+* Add ffmpeg default thread options.
+* Set deadline for ReadRows request in BigQuery.
+* Allow setting the number of records fetched from kafka in KafkaDataset.
+
+## Thanks to our Contributors
+
+This release contains contributions from many people:
+
+Kota Yamaguchi, Vignesh Kothapalli, Vo Van Nghia, Yong Tang, emkornfield
+
+We are also grateful to all who filed issues or helped resolve them, asked and
+answered questions, and were part of inspiring discussions.
+
 # Release 0.18.0
 
 ## Major Features

diff --git a/tensorflow_io/python/ops/version_ops.py b/tensorflow_io/python/ops/version_ops.py
@@ -14,5 +14,5 @@
 # ==============================================================================
 """version_ops"""
 
-version = "0.18.0"
+version = "0.19.0"
 require = "tensorflow>=2.5.0,<2.6.0"