diff --git a/docs/source/release_notes.rst b/docs/source/release_notes.rst
index 0aa2789e5..0daeb0a83 100644
--- a/docs/source/release_notes.rst
+++ b/docs/source/release_notes.rst
@@ -2,6 +2,16 @@
 Release Notes
 =============
 
+2.12.3
+-------
+Release date: October 29, 2024
+
+* Added support for private endpoint for Model Deployment.
+* Removed tag validation for filtering AI Quick Actions models.
+* Added support for BYOC deployment for embedding models via Text Embedding Inference for AI Quick Actions.
+* Fixed bugs for GGUF model registration for AI Quick Actions.
+* Updates for LLM integration and documentation for LLM apps/agents deployment.
+
 2.12.2
 -------
 Release date: October 18, 2024
diff --git a/pyproject.toml b/pyproject.toml
index 45c7c9232..971251aab 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,7 +21,7 @@ build-backend = "flit_core.buildapi"
 
 # Required
 name = "oracle_ads" # the install (PyPI) name; name for local build in [tool.flit.module] section below
-version = "2.12.2"
+version = "2.12.3"
 
 # Optional
 description = "Oracle Accelerated Data Science SDK"