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diff --git a/tutorials/module_4/notebook_4/linear_regression.ipynb b/tutorials/module_4/notebook_4/linear_regression.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Linear Regression\n",
+    "\n",
+    "## Statical tools\n",
+    "\n",
+    "Numpy comes with some useful statistical tools that we can use to\n",
+    "analyze our data.\n",
+    "\n",
+    "### Mean\n",
+    "\n",
+    "The mean is the average of a set of numbers. It is calculated by summing\n",
+    "all the numbers and dividing by the count of numbers.\n",
+    "\n",
+    "``` python\n",
+    "import numpy as np\n",
+    "\n",
+    "mean = np.mean([1, 2, 3, 4, 5])\n",
+    "median = np.median([1, 2, 3, 4, 5])\n",
+    "std = np.std([1, 2, 3, 4, 5])\n",
+    "variance = np.var([1, 2, 3, 4, 5])\n",
+    "```"
+   ],
+   "id": "b53d7ecf-fc41-4a2b-9d08-c38af2507843"
+  }
+ ],
+ "nbformat": 4,
+ "nbformat_minor": 5,
+ "metadata": {}
+}