diff --git a/mnist_test.ipynb b/mnist_test.ipynb
index 14fa33e..766de59 100644
--- a/mnist_test.ipynb
+++ b/mnist_test.ipynb
@@ -442,22 +442,6 @@
     "plt.show()"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c976fed5-162c-4a70-8219-fc6c68c1fb66",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "384c1f1f-2849-4349-bf7b-ec3e59f85dd7",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": null,