diff --git a/path-foundation/linear-classifer-demo.ipynb b/path-foundation/linear-classifer-demo.ipynb
index f146926..12d7632 100644
--- a/path-foundation/linear-classifer-demo.ipynb
+++ b/path-foundation/linear-classifer-demo.ipynb
@@ -92,7 +92,7 @@
       },
       "outputs": [],
       "source": [
-        "### Imports\n",
+        "# Imports\n",
         "\n",
         "from dataclasses import dataclass\n",
         "from enum import Enum\n",