diff --git a/Wine.Lightning/01-DNN-Wine-Regression-lightning.ipynb b/Wine.Lightning/01-DNN-Wine-Regression-lightning.ipynb
index 7499a6427e76597e1b28d9999e7605905c7912e8..d27ead229a7137f976192e3030652a0d9ec988dd 100644
--- a/Wine.Lightning/01-DNN-Wine-Regression-lightning.ipynb
+++ b/Wine.Lightning/01-DNN-Wine-Regression-lightning.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
+    "<img width=\"800px\" src=\"../fidle/img/header.svg\"></img>\n",
     "\n",
     "# <!-- TITLE --> [WINE1] - Wine quality prediction with a Dense Network (DNN) using Lightning\n",
     "  <!-- DESC -->  Another example of regression, with a wine quality prediction!\n",
@@ -587,7 +587,7 @@
    "metadata": {},
    "source": [
     "---\n",
-    "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
+    "<img width=\"80px\" src=\"../fidle/img/logo-paysage.svg\"></img>"
    ]
   }
  ],