diff --git a/Week 5/Final Assignment/Peer-graded Assignment: Build a Regression Model in Keras (A).ipynb b/Week 5/Final Assignment/Peer-graded Assignment: Build a Regression Model in Keras (A).ipynb
index c0fbb49..88592ba 100644
--- a/Week 5/Final Assignment/Peer-graded Assignment: Build a Regression Model in Keras (A).ipynb	
+++ b/Week 5/Final Assignment/Peer-graded Assignment: Build a Regression Model in Keras (A).ipynb	
@@ -11,7 +11,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Let's start by importing the <em>pandas</em> and the Numpy libraries."
+    importing the <em>pandas</em> and the Numpy libraries."
    ]
   },
   {
@@ -30,7 +30,7 @@
    "source": [
     "We will be using the dataset provided in the assignment\n",
     "\n",
-    "<strong>The dataset is about the compressive strength of different samples of concrete based on the volumes of the different ingredients that were used to make them. Ingredients include:</strong>\n",
+    "<strong>The dataset is about the compressive strength of different samples of concrete based on the volumes of the different . Ingredients include:</strong>\n",
     "\n",
     "<strong>1. Cement</strong>\n",
     "\n",
@@ -51,7 +51,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Let's read the dataset into a <em>pandas</em> dataframe."
+    "read the dataset into a <em>pandas</em> dataframe."
    ]
   },
   {