diff --git a/docs/tutorials/average_optimizers_callback.ipynb b/docs/tutorials/average_optimizers_callback.ipynb
index ecf0ca4646..adca267659 100644
--- a/docs/tutorials/average_optimizers_callback.ipynb
+++ b/docs/tutorials/average_optimizers_callback.ipynb
@@ -74,7 +74,7 @@
       "source": [
         "## Moving Averaging \n",
         "\n",
-        "> The advantage of Moving Averaging is that they are less prone to rampant loss shifts or irregular data representation in the latest batch. It gives a smooothened and a more genral idea of the model training until some point.\n",
+        "> The advantage of Moving Averaging is that they are less prone to rampant loss shifts or irregular data representation in the latest batch. It gives a smooothened and a more general idea of the model training until some point.\n",
         "\n",
         "## Stochastic Averaging\n",
         "\n",