diff --git a/BHPD/01-DNN-Regression.ipynb b/BHPD/01-DNN-Regression.ipynb
index ac76cd92fb57de397b62c95addc75fced8488deb..0249c65b3206551524ec40657cb99fa8c4e545cc 100644
--- a/BHPD/01-DNN-Regression.ipynb
+++ b/BHPD/01-DNN-Regression.ipynb
@@ -4,10 +4,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<!-- <div style=\"text-align: left\"> -->\n",
-    "    \n",
-    "<!-- </div> -->\n",
-    "<img src=\"../fidle/img/00-Fidle-header-01.png\" style=\"width:800px\"/>\n",
+    "<div style=\"text-align: left\">\n",
+    "    <img src=\"../fidle/img/00-Fidle-header-01.svg\" style=\"width:800px\"/>\n",
+    "</div>\n",
+    "\n",
+    "\n",
+    "![alt text1][logo]\n",
+    "\n",
+    "[logo]: ../fidle/img/00-Fidle-header-01.svg \"Title Text\"\n",
+    "\n",
+    "\n",
     "\n",
     "Deep Neural Network (DNN) - BHPD dataset\n",
     "========================================\n",