diff --git a/BHPD/01-DNN-Regression.ipynb b/BHPD/01-DNN-Regression.ipynb
index d2c1233d31d9ab4d9749c03053e9926a061cc80e..1e2acb1ef8c87cbb2f317d32822d8b757e0ae36c 100644
--- a/BHPD/01-DNN-Regression.ipynb
+++ b/BHPD/01-DNN-Regression.ipynb
@@ -33,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -45,14 +45,13 @@
        "<IPython.core.display.SVG object>"
       ]
      },
-     "execution_count": 20,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
     "from IPython.display import Image, SVG\n",
-    "SVG(filename='../fidle/img/00-Fidle-header-01.svg')"
+    "display(SVG(filename='../fidle/img/00-Fidle-header-01.svg'))"
    ]
   },
   {