diff --git a/examples/Fine_tuning_for_function_calling.ipynb b/examples/Fine_tuning_for_function_calling.ipynb
index 85a7d32a5e..8139bc4442 100644
--- a/examples/Fine_tuning_for_function_calling.ipynb
+++ b/examples/Fine_tuning_for_function_calling.ipynb
@@ -980,7 +980,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Conclustion"
+    "### Conclusion"
    ]
   },
   {
diff --git a/registry.yaml b/registry.yaml
index c5d022c291..43064cf2db 100644
--- a/registry.yaml
+++ b/registry.yaml
@@ -1115,3 +1115,12 @@
   tags:
     - assistants
     - functions
+
+- title: Fine tuning for function-calling
+  path: examples/Fine_tuning_for_function_calling.ipynb
+  date: 2023-11-22
+  authors:
+    - dpirad007
+  tags:
+    - completions
+    - functions