diff --git a/aa174a_aut2324/index.html b/aa174a_aut2324/index.html
index 2b40811..a3e9163 100644
--- a/aa174a_aut2324/index.html
+++ b/aa174a_aut2324/index.html
@@ -216,6 +216,7 @@ <h3>Schedule</h3>
               </td>
               <td class="tg-vnl4">
                 <!-- Week 4 Notebook -->
+                <a href="https://drive.google.com/file/d/12OBj1M_ZQ529LbQkGHdIS19cEOF-hLvi/view?usp=share_link">Notebook 8</a>
               </td>
               <td class="tg-vnl4">
                 <!-- Week 4 Sections -->
@@ -234,9 +235,7 @@ <h3>Schedule</h3>
               <td class="tg-vnl4">
                 <!-- Week 5 Lecture Slides -->
                 <a href="pdfs/lecture/lecture_9.pdf">Lecture 9</a>
-                <!-- TODO:
                 <br/><a href="pdfs/lecture/lecture_10.pdf">Lecture 10</a>
-                -->
               </td>
               <td class="tg-vnl4">
                 <!-- Week 5 Notebook -->
diff --git a/aa174a_aut2324/pdfs/lecture/lecture_10.pdf b/aa174a_aut2324/pdfs/lecture/lecture_10.pdf
new file mode 100644
index 0000000..1635a3d
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diff --git a/aa174a_aut2324/pdfs/lecture/lecture_9.pdf b/aa174a_aut2324/pdfs/lecture/lecture_9.pdf
index 9ca0785..0f42520 100644
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