diff --git a/tensorflow_probability/examples/jupyter_notebooks/Learnable_Distributions_Zoo.ipynb b/tensorflow_probability/examples/jupyter_notebooks/Learnable_Distributions_Zoo.ipynb
index e0173d5f8a..971b254c25 100644
--- a/tensorflow_probability/examples/jupyter_notebooks/Learnable_Distributions_Zoo.ipynb
+++ b/tensorflow_probability/examples/jupyter_notebooks/Learnable_Distributions_Zoo.ipynb
@@ -181,7 +181,7 @@
         "id": "q7QlKm8fWCCH"
       },
       "source": [
-        "## Mixture of Multivarite Normal (spherical)"
+        "## Mixture of Multivariate Normal (spherical)"
       ]
     },
     {