diff --git a/02_end_to_end_machine_learning_project.ipynb b/02_end_to_end_machine_learning_project.ipynb
index 2863e10..0b09c20 100644
--- a/02_end_to_end_machine_learning_project.ipynb
+++ b/02_end_to_end_machine_learning_project.ipynb
@@ -1,5 +1,30 @@
 {
  "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPython 3.5.5\n",
+      "IPython 6.2.1\n",
+      "\n",
+      "numpy 1.14.1\n",
+      "scipy 1.0.0\n",
+      "sklearn 0.19.1\n",
+      "pandas 0.22.0\n",
+      "matplotlib 2.2.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "%load_ext watermark\n",
+    "%watermark -v -p numpy,scipy,sklearn,pandas,matplotlib"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},