diff --git a/RELEASE.md b/RELEASE.md
index 8194fa05..547654aa 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,15 @@
+<!-- mdlint off(HEADERS_TOO_MANY_H1) -->
+
+# Current Version (Still in Development)
+
+## Major Features and Improvements
+
+## Bug Fixes and Other Changes
+
+## Breaking Changes
+
+## Deprecations
+
 # Version 0.41.0
 
 ## Major Features and Improvements
@@ -18,3 +30,377 @@
 
 *   N/A
 
+# Version 0.40.0
+
+## Major Features and Improvements
+
+*   Allow counterfactual metrics to be calculated from predictions instead of
+    only features.
+*   Add precision and recall to the set of fairness indicators metrics.
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow-data-validation>=1.9.0,<1.10.0`.
+*   Depends on `tensorflow-model-analysis>=0.40,<0.41`.
+*   Depends on `tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,<3`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.39.0
+
+## Major Features and Improvements
+
+*   Allow counterfactual metrics to be calculated from predictions instead of
+    only features.
+*   Add precision and recall to the set of fairness indicators metrics.
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow-data-validation>=1.8.0,<1.9.0`.
+*   Depends on `tensorflow-model-analysis>=0.39,<0.40`.
+*   Depends on `tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.38.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow-data-validation>=1.7.0,<1.8.0`.
+*   Depends on `tensorflow-model-analysis>=0.38,<0.39`.
+*   Depends on `tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.37.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*  Fix Fairness Indicators UI bug with overlapping charts when comparing EvalResults
+*   Depends on `tensorflow-data-validation>=1.6.0,<1.7.0`.
+*   Depends on `tensorflow-model-analysis>=0.37,<0.38`.
+*   Depends on `tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,<3`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.36.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow-data-validation>=1.5.0,<1.6.0`.
+*   Depends on `tensorflow-model-analysis>=0.36,<0.37`.
+*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,<3`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.35.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow-data-validation>=1.4.0,<1.5.0`.
+*   Depends on `tensorflow-model-analysis>=0.35,<0.36`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   Deprecating python 3.6 support.
+
+# Version 0.34.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,<3`.
+*   Depends on `tensorflow-data-validation>=1.3.0,<1.4.0`.
+*   Depends on `tensorflow-model-analysis>=0.34,<0.35`.
+
+## Breaking Changes
+
+*   Drop Py2 support.
+
+## Deprecations
+
+*   N/A
+
+# Version 0.33.0
+
+## Major Features and Improvements
+
+*   Porting Counterfactual Fairness metrics into FI UI.
+
+## Bug Fixes and Other Changes
+
+*   Improve rendering of HTML stubs for Fairness Indicators UI
+*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3`.
+*   Depends on `protobuf>=3.13,<4`.
+*   Depends on `tensorflow-data-validation>=1.2.0,<1.3.0`.
+*   Depends on `tensorflow-model-analysis>=0.33,<0.34`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.30.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.5.*,<3`.
+*   Depends on `tensorflow-data-validation>=0.30,<0.31`.
+*   Depends on `tensorflow-model-analysis>=0.30,<0.31`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.29.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow-data-validation>=0.29,<0.30`.
+*   Depends on `tensorflow-model-analysis>=0.29,<0.30`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.28.0
+
+## Major Features and Improvements
+
+*   In Fairness Indicators UI, sort metrics list to show common metrics first
+*   For lift, support negative values in bar chart.
+*   Adding two new metrics - Flip Count and Flip Rate to evaluate Counterfactual
+    Fairness.
+*   Add Lift metrics under addons/fairness.
+*   Porting Lift metrics into FI UI.
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow-data-validation>=0.28,<0.29`.
+*   Depends on `tensorflow-model-analysis>=0.28,<0.29`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.27.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug fixes and other changes
+
+*   Added test cases for DLVM testing.
+*   Move the util files to a seperate folder.
+*   Add `tensorflow-hub` as a dependency because it's used inside the
+    example_model.py.
+*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,<3`.
+*   Depends on `tensorflow-data-validation>=0.27,<0.28`.
+*   Depends on `tensorflow-model-analysis>=0.27,<0.28`.
+
+## Breaking changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.26.0
+
+## Major Features and Improvements
+
+*   Sorting fairness metrics table rows to keep slices in order with slice drop
+    down in the UI.
+
+## Bug fixes and other changes
+
+*   Update fairness_indicators.documentation.examples.util to TensorFlow 2.0.
+*   Table now displays 3 decimal places instead of 2.
+*   Fix the bug that metric list won't refresh if the input eval result changed.
+*   Remove d3-tip dependency.
+*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.4.*,<3`.
+*   Depends on `tensorflow-data-validation>=0.26,<0.27`.
+*   Depends on `tensorflow-model-analysis>=0.26,<0.27`.
+
+## Breaking changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.25.0
+
+## Major Features and Improvements
+
+*   Add workflow buttons to Fairness Indicators UI, providing tutorial on how to
+    configure metrics and parameters, and how to interpret the results.
+*   Add metric definitions as tooltips in the metric selector UI
+*   Removing prefix from metric names in graph titles in UI.
+*   From this release Fairness Indicators will also be hosting nightly packages
+    on https://pypi-nightly.tensorflow.org. To install the nightly package use
+    the following command:
+
+    ```
+    pip install --extra-index-url https://pypi-nightly.tensorflow.org/simple fairness-indicators
+    ```
+
+    Note: These nightly packages are unstable and breakages are likely to
+    happen. The fix could often take a week or more depending on the complexity
+    involved for the wheels to be available on the PyPI cloud service. You can
+    always use the stable version of Fairness Indicators available on PyPI by
+    running the command `pip install fairness-indicators` .
+
+## Bug fixes and other changes
+
+*   Update table colors.
+*   Modify privacy note in Fairness Indicators UI.
+*   Depends on `tensorflow-data-validation>=0.25,<0.26`.
+*   Depends on `tensorflow-model-analysis>=0.25,<0.26`.
+
+## Breaking changes
+
+* N/A
+
+## Deprecations
+
+* N/A
+
+# Version 0.24.0
+
+## Major Features and Improvements
+
+*   Made the Fairness Indicators UI thresholds drop down list sorted.
+
+## Bug fixes and other changes
+
+*   Fix in the issue where the Sort menu is not hidden when there is no model
+    comparison.
+*   Depends on `tensorflow-data-validation>=0.24,<0.25`.
+*   Depends on `tensorflow-model-analysis>=0.24,<0.25`.
+
+## Breaking changes
+
+* N/A
+
+## Deprecations
+
+*   Deprecated Py3.5 support.
+
+# Version 0.23.1
+
+## Major Features and Improvements
+
+* N/A
+
+## Bug fixes and other changes
+
+*  Fix broken import path in Fairness_Indicators_Example_Colab and Fairness_Indicators_on_TF_Hub_Text_Embeddings.
+
+## Breaking changes
+
+* N/A
+
+## Deprecations
+
+* N/A
+
+# Version 0.23.0
+
+## Major Features and Improvements
+
+* N/A
+
+## Bug fixes and other changes
+
+*  Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,<3`.
+*  Depends on `tensorflow-data-validation>=0.23,<0.24`.
+*  Depends on `tensorflow-model-analysis>=0.23,<0.24`.
+
+## Breaking changes
+
+* N/A
+
+## Deprecations
+
+*  Deprecating Py2 support.
+*  Note: We plan to drop py3.5 support in the next release.
diff --git a/fairness_indicators/version.py b/fairness_indicators/version.py
index 09995072..32dd808f 100644
--- a/fairness_indicators/version.py
+++ b/fairness_indicators/version.py
@@ -14,4 +14,4 @@
 """Contains the version string of Fairness Indicators."""
 
 # Note that setup.py uses this version.
-__version__ = '0.41.0'
+__version__ = '0.42.0.dev'
diff --git a/tensorboard_plugin/tensorboard_plugin_fairness_indicators/RELEASE.md b/tensorboard_plugin/tensorboard_plugin_fairness_indicators/RELEASE.md
index 1b172548..e0760f3e 100644
--- a/tensorboard_plugin/tensorboard_plugin_fairness_indicators/RELEASE.md
+++ b/tensorboard_plugin/tensorboard_plugin_fairness_indicators/RELEASE.md
@@ -1,3 +1,15 @@
+<!-- mdlint off(HEADERS_TOO_MANY_H1) -->
+
+# Current Version (Still in Development)
+
+## Major Features and Improvements
+
+## Bug Fixes and Other Changes
+
+## Breaking Changes
+
+## Deprecations
+
 # Version 0.41.0
 
 ## Major Features and Improvements
@@ -11,8 +23,333 @@
 
 ## Breaking Changes
 
+*   N/A
+## Deprecations
+
+*   N/A
+
+# Version 0.40.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on tensorflow>=2.8.0,<3.
+*   Depends on tensorflow-model-analysis>=0.40,<0.41.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.39.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `Werkzeug<2`.
+*   Depends on `tensorflow>=2.8.0,<3`.
+*   Depends on `tensorboard>=2.8.0,<3`.
+*   Depends on `tensorflow-model-analysis>=0.38,<0.39`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.38.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow>=2.8.0,<3`.
+*   Depends on `tensorboard>=2.8.0,<3`.
+*   Depends on `tensorflow-model-analysis>=0.38,<0.39`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.37.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   N/A
+
+## Breaking Changes
+
+*   Depends on `tensorflow-model-analysis>=0.37,<0.38`.
+
+## Deprecations
+
+*   N/A
+
+# Version 0.36.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow>=2.7.0,<3`.
+*   Depends on `tensorboard>=2.7.0,<3`.
+*   Depends on `tensorflow-model-analysis>=0.36,<0.37`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.35.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   N/A
+
+## Breaking Changes
+
+*   Depends on `tensorflow-model-analysis>=0.35,<0.36`.
+
+## Deprecations
+
+*   Deprecating python3.6 support.
+
+# Version 0.34.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorboard>=2.5.0,<3`.
+*   Depends on `tensorflow>=2.6.0,<3`.
+*   Depends on `tensorflow-model-analysis>=0.34,<0.35`.
+
+## Breaking Changes
+
 *   N/A
 
 ## Deprecations
 
 *   N/A
+
+# Version 0.33.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorboard>=2.5.0,<3`.
+*   Depends on `tensorflow>=2.5.0,<3`.
+*   Depends on `protobuf>=3.13,<4`.
+*   Depends on `tensorflow-model-analysis>=0.33,<0.34`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.30.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorboard>=2.4.0,!=2.5.*,<3`.
+*   Depends on `tensorflow>=2.4.0,!=2.5.*,<3`.
+*   Depends on `tensorflow-model-analysis>=0.30,<0.31`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.29.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow-model-analysis>=0.29,<0.30`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.28.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug Fixes and Other Changes
+
+*   Depends on `tensorflow-model-analysis>=0.28,<0.29`.
+
+## Breaking Changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.27.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug fixes and other changes
+
+*   Depends on `tensorboard>=2.4.0,<3`.
+*   Depends on `tensorflow>=2.4.0,<3`.
+*   Depends on `tensorflow-model-analysis>=0.27,<0.28`.
+
+## Breaking changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.26.0
+
+## Major Features and Improvements
+
+*   N/A
+
+## Bug fixes and other changes
+
+*   Depends on `tensorboard>=2.3.0,!=2.4.*,<3`.
+*   Depends on `tensorflow>=2.3.0,!=2.4.*,<3`.
+*   Depends on `tensorflow-model-analysis>=0.26,<0.27`.
+
+## Breaking changes
+
+*   N/A
+
+## Deprecations
+
+*   N/A
+
+# Version 0.25.0
+
+## Major Features and Improvements
+
+*   From this release Tensorboard Plugin will also be hosting nightly packages
+    on https://pypi-nightly.tensorflow.org. To install the nightly package use
+    the following command:
+
+    ```
+    pip install --extra-index-url https://pypi-nightly.tensorflow.org/simple tensorboard-plugin-fairness-indicators
+    ```
+
+    Note: These nightly packages are unstable and breakages are likely to
+    happen. The fix could often take a week or more depending on the complexity
+    involved for the wheels to be available on the PyPI cloud service. You can
+    always use the stable version of Tensorboard Plugin available on PyPI by
+    running the command `pip install tensorboard-plugin-fairness-indicators` .
+
+## Bug fixes and other changes
+
+*   Adding support for model comparison using dynamic URL in TensorBoard plugin.
+*   Depends on `tensorflow-model-analysis>=0.25,<0.26`.
+
+## Breaking changes
+
+* N/A
+
+## Deprecations
+
+* N/A
+
+# Version 0.24.0
+
+## Major Features and Improvements
+
+* N/A
+
+## Bug fixes and other changes
+
+*   Fix in the error message while rendering evaluation results in
+    TensorBoard plugin from evaluation output path provided in the URL.
+*   Depends on `tensorflow-model-analysis>=0.24,<0.25`.
+
+## Breaking changes
+
+* N/A
+
+## Deprecations
+
+*   Deprecating Py3.5 support.
+
+# Version 0.23.0
+
+## Major Features and Improvements
+
+* N/A
+
+## Bug fixes and other changes
+
+*   Depends on `tensorboard>=2.3.0,<3`.
+*   Depends on `tensorflow>=2.3.0,<3`.
+*   Depends on `tensorflow-model-analysis>=0.23,<0.24`.
+*   Adding model comparison support in TensorBoard Plugin.
+
+## Breaking changes
+
+* N/A
+
+## Deprecations
+
+*   Deprecating Py2 support.
+*   Note: We plan to drop py3.5 support in the next release.
diff --git a/tensorboard_plugin/tensorboard_plugin_fairness_indicators/version.py b/tensorboard_plugin/tensorboard_plugin_fairness_indicators/version.py
index 5c5dc03e..729c0d7e 100644
--- a/tensorboard_plugin/tensorboard_plugin_fairness_indicators/version.py
+++ b/tensorboard_plugin/tensorboard_plugin_fairness_indicators/version.py
@@ -15,4 +15,4 @@
 """Contains the version string of Fairness Indicators Tensorboard Plugin."""
 
 # Note that setup.py uses this version.
-__version__ = '0.41.0'
+__version__ = '0.42.0.dev'