diff --git a/docs/notebooks/Common_Gotchas_in_JAX.ipynb b/docs/notebooks/Common_Gotchas_in_JAX.ipynb
index d5284669b49f..758b87f67446 100644
--- a/docs/notebooks/Common_Gotchas_in_JAX.ipynb
+++ b/docs/notebooks/Common_Gotchas_in_JAX.ipynb
@@ -104,7 +104,7 @@
         "colab_type": "text"
       },
       "source": [
-        "JAX transformation and compilation are designed to work only on Python functions that are functionally pure: all the input data is passed through the function parameters, all the results are output through the function results. A pure function will always return the same result if involved with the same inputs. \n",
+        "JAX transformation and compilation are designed to work only on Python functions that are functionally pure: all the input data is passed through the function parameters, all the results are output through the function results. A pure function will always return the same result if invoked with the same inputs. \n",
         "\n",
         "Here are some examples of functions that are not functially pure for which JAX behaves differently than the Python interpreter. Note that these behaviors are not guaranteed by the JAX system; the proper way to use JAX is to use it only on functionally pure Python functions.\n"
       ]
@@ -2626,4 +2626,4 @@
       ]
     }
   ]
-}
\ No newline at end of file
+}