diff --git a/ProgrammingAssignment_2/ProgrammingAssignment2_LR.ipynb b/ProgrammingAssignment_2/ProgrammingAssignment2_LR.ipynb
index c3a7f44c8172ac6bee118eab749b975c44b17149..9800d15c9e4b604299b531ed2ba12a69844c6d2b 100644
--- a/ProgrammingAssignment_2/ProgrammingAssignment2_LR.ipynb
+++ b/ProgrammingAssignment_2/ProgrammingAssignment2_LR.ipynb
@@ -33,20 +33,20 @@
     "\n",
     "|   | Tasks                      | 478 | 878 |\n",
     "|---|----------------------------|-----|-----|\n",
-    "| 1 | Implement `kfold`          | 10  |  10 |\n",
-    "| 2 | Implement `mse`            |  5  |  5  |\n",
-    "| 3 | Implement `fit` method     | 20  | 20  |\n",
-    "| 4 | Implement `predict` method | 10  | 10  |\n",
-    "| 5 | Implement `regularization` | 10  | 5   |\n",
+    "| 1 | Implement `kfold`          | 20  |  20 |\n",
+    "| 2 | Implement `mse`            |  10  |  10  |\n",
+    "| 3 | Implement `fit` method     | 40  | 40  |\n",
+    "| 4 | Implement `predict` method | 20  | 20  |\n",
+    "| 5 | Implement `regularization` | 20  | 10   |\n",
     "\n",
     "### Bonus for 478 & 878\n",
     "|   | Tasks                      | 478 | 878 |\n",
     "|---|----------------------------|-----|-----|\n",
-    "| 3 | `fit` (learning rate)       | 5  | 5  |\n",
-    "| 6 | Polynomial regression      | 5   | 5   |\n",
+    "| 3 | `fit` (learning rate)       | 10  | 10  |\n",
+    "| 6 | Polynomial regression      | 10   | 5   |\n",
     "| 7 | Grid search                | 10  | 5  |\n",
     "\n",
-    "Points are broken down further below in Rubric sections. The **first** score is for 478, the **second** is for 878 students. There are a total of 75 points in this part of assignment 2 for 478 and 65 points for 878 students."
+    "Points are broken down further below in Rubric sections. The **first** score is for 478, the **second** is for 878 students. There are a total of 140 points in this part of assignment 2 for 478 and 120 points for 878 students."
    ]
   },
   {
@@ -158,8 +158,8 @@
    "metadata": {},
    "source": [
     "### Rubric:\n",
-    " * No intersection between test and train parts +5, +5\n",
-    " * No intersection between test folds +5, +5"
+    " * No intersection between test and train parts +10, +10\n",
+    " * No intersection between test folds +10, +10"
    ]
   },
   {
@@ -210,7 +210,7 @@
    "metadata": {},
    "source": [
     "### Rubric:\n",
-    " * Correct mse +5, +5"
+    " * Correct mse +10, +10"
    ]
   },
   {
@@ -248,12 +248,12 @@
    "metadata": {},
    "source": [
     "### Rubric:\n",
-    "* fit without regularization +10, +10\n",
-    "* learning rate interpretation +5, +5 (BONUS for both)\n",
-    "* $l_1$ regularization +5, +2.5\n",
-    "* $l_2$ regularization +5, +2.5\n",
-    "* fit works with regularization +10, +10\n",
-    "* predict +10, +10"
+    "* fit without regularization +20, +20\n",
+    "* learning rate interpretation +10, +10 (BONUS for both)\n",
+    "* $l_1$ regularization +10, +5\n",
+    "* $l_2$ regularization +10, +5\n",
+    "* fit works with regularization +20, +20\n",
+    "* predict +20, +20"
    ]
   },
   {
@@ -393,7 +393,7 @@
    "metadata": {},
    "source": [
     "### Rubric:\n",
-    "* Sound reasoning +5, +5"
+    "* Sound reasoning +10, +5"
    ]
   },
   {