diff --git a/MNIST.Lightning/01-DNN-MNIST_Lightning.ipynb b/MNIST.Lightning/01-DNN-MNIST_Lightning.ipynb
index ed95b8f20145ffdd549dbd751007d5711d4e9efe..0e0a63b3d5e4344a5f2d7168b4300b32e6ceded6 100644
--- a/MNIST.Lightning/01-DNN-MNIST_Lightning.ipynb
+++ b/MNIST.Lightning/01-DNN-MNIST_Lightning.ipynb
@@ -8,7 +8,7 @@
    },
    "source": [
     "\n",
-    "<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 --> [MNIST2] - Simple classification with DNN using pytorch lightning\n",
     "<!-- DESC --> An example of classification using a dense neural network for the famous MNIST dataset\n",
@@ -585,7 +585,7 @@
    "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>"
    ]
   }
  ],