diff --git a/ml1/2_2_Read_Data.ipynb b/ml1/2_2_Read_Data.ipynb
index c9f227f..d8181d4 100644
--- a/ml1/2_2_Read_Data.ipynb
+++ b/ml1/2_2_Read_Data.ipynb
@@ -56,7 +56,14 @@
     "\n",
     "The dataset consists of 50 samples from each of three species of Iris (Iris setosa, Iris virginica, and Iris versicolor). Four features were measured from each sample: the length and the width of the sepals and petals, in centimetres. Based on the combination of these four features, a machine learning model will learn to differentiate the species of Iris.\n",
     "\n",
-    "![Iris](files/images/iris-dataset.jpg)"
+    "![Iris dataset](./images/iris-dataset.png "Iris")"
+   ]
+  },
+   {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To read the dataset, we import the datasets bundle and then load the Iris dataset. "
    ]
   },
   {