addition of the release notes for 1.0.3

Author: KshitizLohia

ads/feature_store/docs/source/release_notes.rst

@@ -3,6 +3,33 @@
 =============
 Release Notes
 =============
+1.0.3
+-----
+.. note::
+
+    .. list-table::
+      :header-rows: 1
+
+      * - Package Name
+        - Latest Version
+        - Notes
+      * - SERVICE_VERSION
+        - 0.1.225.master
+        -
+
+Release notes: August 10, 2023
+
+* [FEATURE] Addition of ``featurestore_dataset``  as optional parameter in GenericModel ``save`` function.
+* [FEATURE] Addition of ``transformation_kwargs`` in ``Transformation`` entity.
+* [FEATURE] Addition of partition keys in ``FeatureGroup`` and ``Dataset``
+* [FEATURE] OCI Marketplace integration of the stack.
+* [FEATURE] Conda release of feature store pack ``fspyspark32_p38_cpu_v1``
+* [FIX] Validation of model ids when associated with ``Dataset``
+* [UI] Stats visualisation of feature group and dataset.
+* [UI] Global search for feature store entities.
+* [UI] Addition of onboarding page for feature store.
+* [UI] Redirection of entities within the lineage tab of feature group and dataset.
+
 1.0.2
 -----
 .. note::