diff --git a/01_intro.ipynb b/01_intro.ipynb
index ed10b87..711dbc9 100644
--- a/01_intro.ipynb
+++ b/01_intro.ipynb
@@ -1636,7 +1636,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "> jargon: Fine tuning: A transfer learning technique where the weights of a pretrained model are updated by training for additional epochs using a different task to that used for pretraining."
+    "> jargon: Fine tuning: A transfer learning technique where the parameters of a pretrained model are updated by training for additional epochs using a different task to that used for pretraining."
    ]
   },
   {