diff --git a/notebooks/milvus_connect.ipynb b/notebooks/milvus_connect.ipynb
index a4dd683b8..82e75afb0 100644
--- a/notebooks/milvus_connect.ipynb
+++ b/notebooks/milvus_connect.ipynb
@@ -10,12 +10,11 @@
     "1.  [Milvus lite](https://milvus.io/docs/milvus_lite.md) runs a local server.  ⛔️ Milvus lite is only meant for demos and local testing.\n",
     "2. [Milvus local](https://milvus.io/docs/install_standalone-docker.md) requires local docker installed and running.\n",
     "\n",
-    "💡 **For production purposes**, it is recommended to use Milvus clusters or fully-managed Milvus on Zilliz Cloud. \n",
-    "<ol start=\"3\">\n",
-    "<li><a href=\"https://cloud.zilliz.com/login\">Ziliz Cloud free trial</a> </li>\n",
-    "<li> <a href=\"https://milvus.io/docs/install_cluster-milvusoperator.md\">Milvus clusters</a> requires a K8s cluster up and running.</li>\n",
-    "<li><a href=\"https://api.python.langchain.com/en/latest/vectorstores/langchain.vectorstores.milvus.Milvus.html\">LangChain Milvus</a> and other 3rd party adapters.</li>\n",
-    "</ol>\n",
+    "💡 **For production purposes**, it is recommended to use Milvus clusters or fully-managed Milvus on Zilliz Cloud. <br>\n",
+    "\n",
+    "3. [Ziliz Cloud free trial](#zilliz_free)\n",
+    "4. <a href=\"https://milvus.io/docs/install_cluster-milvusoperator.md\">Milvus clusters</a> requires a K8s cluster up and running.\n",
+    "5. <a href=\"https://api.python.langchain.com/en/latest/vectorstores/langchain.vectorstores.milvus.Milvus.html\">LangChain Milvus</a> and other 3rd party adapters.\n",
     "\n",
     "Once your milvus server or cluster is up and running, you're all set to make API calls.  I'll demonstrate how to do this using the [Python SDK](https://github.com/milvus-io/pymilvus/blob/master/pymilvus/milvus_client/milvus_client.py).  You can also check out a [practical example](https://github.com/milvus-io/pymilvus/blob/bac31951d5c5a9dacb6632e535e3c4d284726390/examples/hello_milvus_simple.py).  "
    ]