diff --git a/examples/21-TSMixer-examples.ipynb b/examples/21-TSMixer-examples.ipynb
index ff23323f26..27aa3277b0 100644
--- a/examples/21-TSMixer-examples.ipynb
+++ b/examples/21-TSMixer-examples.ipynb
@@ -985,7 +985,7 @@
     "Here are some ways to further improve the performance:\n",
     "\n",
     "- set `full_training=True`\n",
-    "- perform hyperparmaeter tuning\n",
+    "- perform hyperparameter tuning\n",
     "- add more covariates (we have only added cyclic encodings of calendar information)\n",
     "- ..."
    ]