updated the doc with the service tenancy and embeddings fs notebook

Author: yogesh266

ads/feature_store/docs/source/notebook.rst

@@ -29,3 +29,8 @@ Notebook Examples
       - `Schema enforcement and schema evolution <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/notebook/feature_store_flights_schema_evolution.ipynb>`__
       - | 1. Schema evolution is a feature that allows users to easily change a table's current schema to accommodate data that is changing over time.
         | 2. Schema enforcement, also known as schema validation, is a safeguard in Delta Lake that ensures data quality by rejecting writes to a table that do not match the table's schema.
+
+    * - `Embeddings in Feature Store <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/notebook/feature_store_embeddings.html>`__
+      - `Embeddings in Feature Store <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/notebook/feature_store_embeddings.ipynb>`__
+      - | 1. One of the primary functions of an embedding feature store is to store pre-trained word embeddings, such as Word2Vec, GloVe, FastText, or BERT embeddings. These embeddings are learned from massive text corpora and contain information about word semantics, which can be valuable for various NLP tasks like text classification, named entity recognition, sentiment analysis, and more.
+        | 2. Embedding feature stores are optimized for fast and efficient retrieval of embeddings. This is crucial because embeddings can be high-dimensional and computationally expensive to calculate. By storing them in a dedicated store, you can avoid the need to recalculate embeddings for the same data repeatedly.

ads/feature_store/docs/source/terraform.rst

@@ -28,7 +28,7 @@ Feature Store users need to provide the following access permissions in order to
 
 ..  code-block:: shell
 
-    define tenancy service_tenancy as ocid1.tenancy.oc1..aaaaaaaahzy3x4boh7ipxyft2rowu2xeglvanlfewudbnueugsieyuojkldq
+    define tenancy service_tenancy as ocid1.tenancy.oc1..aaaaaaaa462hfhplpx652b32ix62xrdijppq2c7okwcqjlgrbknhgtj2kofa
     endorse group <feature store user group> to read repos in tenancy service_tenancy
     allow group <feature store user group> to manage orm-stacks in compartment <compartmentName>
     allow group <feature store user group> to manage orm-jobs in compartment <compartmentName>