diff --git a/aa174a_aut2425/index.html b/aa174a_aut2425/index.html
index 0e63cfa..fd3cc5e 100644
--- a/aa174a_aut2425/index.html
+++ b/aa174a_aut2425/index.html
@@ -336,16 +336,16 @@ <h3>Schedule</h3>
               <td class="tg-vnl4">
                 <!-- Week 9 Lecture Slides -->
                 <a href="pdfs/lecture/lecture_15.pdf">Lecture 15</a>
-                <!-- <br/><a href="pdfs/lecture/lecture_16.pdf">Lecture 16</a> -->
+                <br/><a href="pdfs/lecture/lecture_16.pdf">Lecture 16</a>
               </td>
               <td class="tg-vnl4">
                 <!-- Week 9 Notebook -->
                 <a href="https://drive.google.com/file/d/1TxPEaseopY0XaVXJ7PO70yT1Mh3Pd-x5/view?usp=sharing">Notebook 15</a>
-                <!-- <br/><a href="https://colab.research.google.com/drive/15WQJ8WDY75BxgQ_GebZCXQIaoIHWQxJN?usp=sharing">Notebook 16</a> -->
+                <br/><a href="https://colab.research.google.com/drive/15WQJ8WDY75BxgQ_GebZCXQIaoIHWQxJN?usp=sharing">Notebook 16</a>
               </td>
               <td class="tg-vnl4">
                 <!-- Week 9 Sections -->
-                <!-- <a href="https://alvinsun.notion.site/Section-7-Frontier-Exploration-e37879af053d4a8a9dae7c9e3f900aae?pvs=4">Section 7 Handout</a> -->
+                <a href="https://ishikaa.notion.site/Section-8-Frontier-Exploration-10e16ad78705812b89cbdf398c62592e?pvs=4">Section 7 Handout</a>
               </td>
             </tr>
             <tr>
diff --git a/aa174a_aut2425/pdfs/lecture/lecture_16.pdf b/aa174a_aut2425/pdfs/lecture/lecture_16.pdf
index 8addc71..32dfa15 100644
Binary files a/aa174a_aut2425/pdfs/lecture/lecture_16.pdf and b/aa174a_aut2425/pdfs/lecture/lecture_16.pdf differ