diff --git a/ml2/3_0_0_Intro_ML_2.ipynb b/ml2/3_0_0_Intro_ML_2.ipynb
index 9cdcbab..1abd642 100644
--- a/ml2/3_0_0_Intro_ML_2.ipynb
+++ b/ml2/3_0_0_Intro_ML_2.ipynb
@@ -27,7 +27,7 @@
    "source": [
     "# Introduction to Machine Learning II\n",
     " \n",
-    "In this lab session, we will go deeper in some aspects that were introduced in the previous session. This time we will delve into a little bit more detail about reading datasets, analysing data and selecting features. In addition, we will explore two additional machine learning algorithms: perceptron and SVM in a binary classification problem provided by the Titanic dataset.\n",
+    "In this lab session, we will go deeper in some aspects that were introduced in the previous session. This time we will delve into a little bit more detail about reading datasets, analysing data and selecting features. In addition, we will explore the machine learning algorithm SVM in a binary classification problem provided by the Titanic dataset.\n",
     "\n",
     "# Objectives\n",
     "\n",
@@ -37,7 +37,7 @@
     "* Learn how to read data from a file or URL with pandas\n",
     "* Learn how to use the pandas DataFrame data structure\n",
     "* Learn how to select features\n",
-    "* Understand better the Perceptron and SVM machine learning algorithms"
+    "* Understand better  and SVM machine learning algorithm"
    ]
   },
   {
@@ -106,7 +106,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.1+"
+   "version": "3.5.1"
   }
  },
  "nbformat": 4,