properly install the aerospike-vector-search client in jupyter notebook

basic-search/basic_search.ipynb

@@ -3,9 +3,7 @@
   {
    "cell_type": "markdown",
    "id": "c60c757f-2f3a-4a84-9a8f-09adfc1d3d72",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
+   "metadata": {},
    "source": [
     "AVS provides a gRPC API and a Python client that developers can use to create AI applications leveraging the search capability.\n",
     "\n",
@@ -14,21 +12,35 @@
     "- Python 3.9 or higher\n",
     "- pip 9.0.1 or higher\n",
     "\n",
-    "## Importing Python clients\n",
+    "## Installing the Aerospike Vector Search Client\n",
     "\n",
-    "Install the AVS package from PyPI:\n",
-    "\n",
-    "```\n",
-    "pip install aerospike-vector-search\n",
-    "```\n",
+    "The Aerospike Vector Search Python client is distributed on pypi so you can install directly with pip."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2b5c38d3-2d9d-4565-8a56-d69ca02bb008",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install aerospike-vector-search"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bb76a7c9-0428-43c7-84c5-e36c727f338e",
+   "metadata": {},
+   "source": [
+    "## Importing Python clients\n",
     "\n",
-    "The client package provides two separate clients:\n",
+    "The aerospike-vector-search package provides two separate clients:\n",
     "\n",
     "* **avs_client** performs database operations with vector data. The client supports Hierarchical Navigable Small World (HNSW) vector searches, allowing users to find vectors similar to a given query vector within an index.\n",
     "\n",
     "* **avs_admin_client** conducts AVS administrative operations, such as creating indexes, querying index information, and dropping indexes.\n",
     "\n",
-    "The client package also provides a `types` module that contains classes necessary for interacting with the various client APIs."
+    "The package also provides a `types` module that contains classes necessary for interacting with the various client APIs."
    ]
   },
   {