diff --git a/assets/nn_regression/logo_HU.png b/assets/nn_regression/logo_HU.png
new file mode 100644
index 0000000000000000000000000000000000000000..37ebf3b3287ca450576f3886be6bdd4fd3ad6aa9
Binary files /dev/null and b/assets/nn_regression/logo_HU.png differ
diff --git a/nn_regression.ipynb b/nn_regression.ipynb
index 46b2a5b27cdb52ba76573463a411784f6df2e3f7..f76d9730b1659f1f9e0475f799adc08e8cd34b44 100644
--- a/nn_regression.ipynb
+++ b/nn_regression.ipynb
@@ -11,8 +11,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img  style=\"float: left;\" src=\"assets/nn_regression/logo_NOMAD.png\" width=300>\n",
-    "<img  style=\"float: right;\" src=\"assets/nn_regression/logo_MPG.png\" width=170> "
+    "<img style=\"float: left;\" src=\"assets/nn_regression/logo_MPG.png\" width=150>\n",
+    "<img style=\"float: left; margin-top: -10px\" src=\"assets/nn_regression/logo_NOMAD.png\" width=250>\n",
+    "<img style=\"float: left; margin-top: -5px\" src=\"assets/nn_regression/logo_HU.png\" width=130>"
    ]
   },
   {
@@ -53,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-01-29T17:13:47.825250Z",
@@ -980,7 +981,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -994,7 +995,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.9.7"
   }
  },
  "nbformat": 4,