diff --git a/Schrick-Noah_Learning-Practice-3.ipynb b/Schrick-Noah_Learning-Practice-3.ipynb
index ffcb2e4..df3730d 100644
--- a/Schrick-Noah_Learning-Practice-3.ipynb
+++ b/Schrick-Noah_Learning-Practice-3.ipynb
@@ -6,8 +6,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Learning Practice 2 for the University of Tulsa's QM-7063 Data Mining Course\n",
-    "# Dimension Reduction\n",
+    "# Learning Practice 3 for the University of Tulsa's QM-7063 Data Mining Course\n",
+    "# Recommender Systems\n",
     "# Professor: Dr. Abdulrashid, Spring 2023\n",
     "# Noah L. Schrick - 1492657\n",
     "\n",
@@ -61,7 +61,7 @@
     "data = Dataset.load_from_df(course_melt[['Index', 'Course', 'Taken']], reader)\n",
     "trainset = data.build_full_trainset()\n",
     "\n",
-    "# NOTE: The following will error. This is expected and part of the question. Explanation in the corresponding answer.\n",
+    "# NOTE: The following will not work. This is expected and part of the question. Explanation in the corresponding answer.\n",
     "#sim_options = {'name': 'cosine', 'user_based': True}  # compute cosine similarities between users\n",
     "#algo = KNNBasic(sim_options=sim_options)\n",
     "#algo.fit(trainset)\n"
diff --git a/Schrick-Noah_Learning-Practice-3.odt b/Schrick-Noah_Learning-Practice-3.odt
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diff --git a/Schrick-Noah_Learning-Practice-3.pdf b/Schrick-Noah_Learning-Practice-3.pdf
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