diff --git a/ProgrammingAssignment_1/ProgrammingAssignment1.ipynb b/ProgrammingAssignment_1/ProgrammingAssignment1.ipynb
index a29d25dec7095eefb53e2bec8b2c1241cd64745f..81477e7fcd11f87882df07e8d6a4cac43e7af5f2 100644
--- a/ProgrammingAssignment_1/ProgrammingAssignment1.ipynb
+++ b/ProgrammingAssignment_1/ProgrammingAssignment1.ipynb
@@ -30,7 +30,7 @@
    "source": [
     "# GRADING\n",
     "\n",
-    "You will be graded on parts that are marked with **\\#TODO** comments. Read the comments in the code to make sure you don't miss any.\n",
+    "You will be graded on parts that are marked with **TODO** comments. Read the comments in the code to make sure you don't miss any.\n",
     "\n",
     "### Mandatory for 478 & 878:\n",
     "\n",
@@ -69,10 +69,9 @@
     "| 1 | Implement `distance`       |     |\n",
     "| 2 | Implement `k-NN` methods   |     |\n",
     "| 3 | Model evaluation           |     |\n",
-    "| 4 | Learning curve             |     |\n",
-    "| 5 | Optimizing *k*             |     |\n",
-    "| 6 | ROC curve analysis         |     |\n",
-    "| 7 | Assess suitability of *k*-NN|    |\n",
+    "| 4 | Optimizing *k*             |     |\n",
+    "| 5 | ROC curve analysis         |     |\n",
+    "| 6 | Assess suitability of *k*-NN|    |\n",
     "\n",
     ""
    ]
@@ -129,8 +128,8 @@
    "metadata": {},
    "source": [
     "### Rubric:\n",
-    "* Euclidean +5, +5\n",
-    "* Manhattan +5, +5"
+    "* Euclidean +7.5, +7.5\n",
+    "* Manhattan +7.5, +7.5"
    ]
   },
   {