diff --git a/tutorial.ipynb b/tutorial.ipynb
index a87f787..2641743 100644
--- a/tutorial.ipynb
+++ b/tutorial.ipynb
@@ -1058,14 +1058,14 @@
         "id": "OYG4WFEnTVrI"
       },
       "source": [
-        "> <img src=\"https://user-images.githubusercontent.com/26833433/83667642-90fcb200-a583-11ea-8fa3-338bbf7da194.jpeg\" width=\"750\">  \n",
+        "> <img src=\"https://user-images.githubusercontent.com/26833433/124931219-48bf8700-e002-11eb-84f0-e05d95b118dd.jpg\" width=\"700\">  \n",
         "`train_batch0.jpg` shows train batch 0 mosaics and labels\n",
         "\n",
-        "> <img src=\"https://user-images.githubusercontent.com/26833433/83667626-8c37fe00-a583-11ea-997b-0923fe59b29b.jpeg\" width=\"750\">  \n",
+        "> <img src=\"https://user-images.githubusercontent.com/26833433/124931217-4826f080-e002-11eb-87b9-ae0925a8c94b.jpg\" width=\"700\">  \n",
         "`test_batch0_labels.jpg` shows test batch 0 labels\n",
         "\n",
-        "> <img src=\"https://user-images.githubusercontent.com/26833433/83667635-90641b80-a583-11ea-8075-606316cebb9c.jpeg\" width=\"750\">  \n",
-        "`test_batch0_pred.jpg` shows test batch 0 _predictions_\n"
+        "> <img src=\"https://user-images.githubusercontent.com/26833433/124931209-46f5c380-e002-11eb-9bd5-7a3de2be9851.jpg\" width=\"700\">  \n",
+        "`test_batch0_pred.jpg` shows test batch 0 _predictions_"
       ]
     },
     {