diff --git a/docs/modules/indexes/vectorstores/examples/mongodb_atlas_vector_search.ipynb b/docs/modules/indexes/vectorstores/examples/mongodb_atlas_vector_search.ipynb
index b41ec8c8..4ebd0a72 100644
--- a/docs/modules/indexes/vectorstores/examples/mongodb_atlas_vector_search.ipynb
+++ b/docs/modules/indexes/vectorstores/examples/mongodb_atlas_vector_search.ipynb
@@ -1,12 +1,12 @@
 {
  "cells": [
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "683953b3",
    "metadata": {},
    "source": [
-    "#### Commented out until further notice\n",
+    "Commented out until further notice\n",
+    "\n",
     "MongoDB Atlas Vector Search\n",
     "\n",
     ">[MongoDB Atlas](https://www.mongodb.com/docs/atlas/) is a fully-managed cloud database available in AWS , Azure, and GCP.  It now has support for native Vector Search on your MongoDB document data.\n",
@@ -46,7 +46,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "457ace44-1d95-4001-9dd5-78811ab208ad",
    "metadata": {},
@@ -66,7 +65,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "1f3ecc42",
    "metadata": {},
@@ -162,7 +160,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "851a2ec9-9390-49a4-8412-3e132c9f789d",
    "metadata": {},
@@ -220,7 +217,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.3"
+   "version": "3.9.1"
   }
  },
  "nbformat": 4,
diff --git a/docs/modules/models/text_embedding/examples/embaas.ipynb b/docs/modules/models/text_embedding/examples/embaas.ipynb
index 5a1350e7..2473fe90 100644
--- a/docs/modules/models/text_embedding/examples/embaas.ipynb
+++ b/docs/modules/models/text_embedding/examples/embaas.ipynb
@@ -129,14 +129,14 @@
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
+   "pygments_lexer": "ipython3",
+   "version": "3.9.1"
   }
  },
  "nbformat": 4,