added demo videos

Author: K-Kapil-Sharma

ads/feature_store/docs/source/demo.rst

@@ -32,7 +32,32 @@ Demos
         | 2. Policies requires to run feature store using spark magic
         | 3. More about `OCI Data Flow Studio <https://accelerated-data-science.readthedocs.io/en/latest/user_guide/apachespark/dataflow-spark-magic.html>`__
 
+    * - `Feature Store Stats and Validation <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-stats-validation.mp4>`__
+      - | 1. More about `conda environment <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__
+        | 2. Feature Store Statistics and Validation
+
     * - `Deploy feature store stack using terraform <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-deployment.mp4>`__
       - | 1. More about `conda environment <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__
         | 2. `Publishing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_publishs_object.htm>`__ `CPUs` conda environment
         | 3. Setting up feature store using terraform stack
+
+    * - `Deploy feature store stack using terraform for admin users<https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-admin-deployment.mp4>`__
+      - | 1. More about `conda environment <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__
+        | 2. `Publishing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_publishs_object.htm>`__ `CPUs` conda environment
+        | 3. Setting up feature store using terraform stack for admin user
+
+    * - `Deploy feature store stack using terraform for non admin users <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-non-admin-deployment.mp4>`__
+      - | 1. More about `conda environment <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__
+        | 2. `Publishing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_publishs_object.htm>`__ `CPUs` conda environment
+        | 3. Setting up feature store using terraform stack for non admin user
+
+    * - `Deploy feature store stack using terraform  BYODB ATP instance  <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-byodb-atp.mp4>`__
+      - | 1. More about `conda environment <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__
+        | 2. `Publishing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_publishs_object.htm>`__ `CPUs` conda environment
+        | 3. Setting up feature store using terraform stack using customer ATP instance
+
+
+    * - `Deploy feature store stack using terraform  BYODB MySQL instance  <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-byodb-mysql.mp4>`__
+      - | 1. More about `conda environment <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__
+        | 2. `Publishing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_publishs_object.htm>`__ `CPUs` conda environment
+        | 3. Setting up feature store using terraform stack MySQL instance

ads/feature_store/docs/source/figures/feature_store_deployment.png

@@ -6,6 +6,11 @@ Oracle feature store is a stack based solution that is deployed in the customer
 Customer can stand up the service with infrastructure in their own tenancy. The service consists of API in customer
 tenancy using resource manager.
 
+Below is the terraform stack deployment diagram of the feature store resources.
+
+.. figure:: figures/feature_store_deployment.png
+  :width: 400
+
 .. note::
 
   Blue-green deployment is a strategy for releasing new versions of an application with minimal downtime and risk. It is used in Kubernetes, as well as other deployment environments, to achieve a smooth transition between application versions with the ability to quickly rollback if issues are detected.