diff --git a/.all-contributorsrc b/.all-contributorsrc
index 6ffb7cd65..86dff35de 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -62,13 +62,6 @@
             "profile": "https://github.com/Sara-Khosravi",
             "contributions": []
         },
-        {
-            "login": "V0XNIHILI",
-            "name": "Douwe den Blanken",
-            "avatar_url": "https://avatars.githubusercontent.com/V0XNIHILI",
-            "profile": "https://github.com/V0XNIHILI",
-            "contributions": []
-        },
         {
             "login": "18jeffreyma",
             "name": "Jeffrey Ma",
@@ -76,6 +69,13 @@
             "profile": "https://github.com/18jeffreyma",
             "contributions": []
         },
+        {
+            "login": "V0XNIHILI",
+            "name": "Douwe den Blanken",
+            "avatar_url": "https://avatars.githubusercontent.com/V0XNIHILI",
+            "profile": "https://github.com/V0XNIHILI",
+            "contributions": []
+        },
         {
             "login": "didier-durand",
             "name": "Didier Durand",
@@ -125,13 +125,6 @@
             "profile": "https://github.com/jaysonzlin",
             "contributions": []
         },
-        {
-            "login": "andreamurillomtz",
-            "name": "Andrea",
-            "avatar_url": "https://avatars.githubusercontent.com/andreamurillomtz",
-            "profile": "https://github.com/andreamurillomtz",
-            "contributions": []
-        },
         {
             "login": "sophiacho1",
             "name": "Sophia Cho",
@@ -139,6 +132,13 @@
             "profile": "https://github.com/sophiacho1",
             "contributions": []
         },
+        {
+            "login": "andreamurillomtz",
+            "name": "Andrea",
+            "avatar_url": "https://avatars.githubusercontent.com/andreamurillomtz",
+            "profile": "https://github.com/andreamurillomtz",
+            "contributions": []
+        },
         {
             "login": "alxrod",
             "name": "Alex Rodriguez",
@@ -160,13 +160,6 @@
             "profile": "https://github.com/foundingnimo",
             "contributions": []
         },
-        {
-            "login": "colbybanbury",
-            "name": "Colby Banbury",
-            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
-            "profile": "https://github.com/colbybanbury",
-            "contributions": []
-        },
         {
             "login": "zishenwan",
             "name": "Zishen Wan",
@@ -174,6 +167,13 @@
             "profile": "https://github.com/zishenwan",
             "contributions": []
         },
+        {
+            "login": "colbybanbury",
+            "name": "Colby Banbury",
+            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
+            "profile": "https://github.com/colbybanbury",
+            "contributions": []
+        },
         {
             "login": "mmaz",
             "name": "Mark Mazumder",
@@ -181,13 +181,6 @@
             "profile": "https://github.com/mmaz",
             "contributions": []
         },
-        {
-            "login": "DivyaAmirtharaj",
-            "name": "Divya Amirtharaj",
-            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
-            "profile": "https://github.com/DivyaAmirtharaj",
-            "contributions": []
-        },
         {
             "login": "srivatsankrishnan",
             "name": "Srivatsan Krishnan",
@@ -195,6 +188,13 @@
             "profile": "https://github.com/srivatsankrishnan",
             "contributions": []
         },
+        {
+            "login": "DivyaAmirtharaj",
+            "name": "Divya Amirtharaj",
+            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
+            "profile": "https://github.com/DivyaAmirtharaj",
+            "contributions": []
+        },
         {
             "login": "ma3mool",
             "name": "Abdulrahman Mahmoud",
@@ -202,6 +202,13 @@
             "profile": "https://github.com/ma3mool",
             "contributions": []
         },
+        {
+            "login": "arnaumarin",
+            "name": "marin-llobet",
+            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
+            "profile": "https://github.com/arnaumarin",
+            "contributions": []
+        },
         {
             "login": "James-QiuHaoran",
             "name": "Haoran Qiu",
@@ -217,17 +224,17 @@
             "contributions": []
         },
         {
-            "login": "arnaumarin",
-            "name": "marin-llobet",
-            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
-            "profile": "https://github.com/arnaumarin",
+            "login": "Ekhao",
+            "name": "Emil Njor",
+            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
+            "profile": "https://github.com/Ekhao",
             "contributions": []
         },
         {
-            "login": "GabrielAmazonas",
-            "name": "Gabriel Amazonas",
-            "avatar_url": "https://avatars.githubusercontent.com/GabrielAmazonas",
-            "profile": "https://github.com/GabrielAmazonas",
+            "login": "AditiR-42",
+            "name": "Aditi Raju",
+            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
+            "profile": "https://github.com/AditiR-42",
             "contributions": []
         },
         {
@@ -252,17 +259,10 @@
             "contributions": []
         },
         {
-            "login": "Ekhao",
-            "name": "Emil Njor",
-            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
-            "profile": "https://github.com/Ekhao",
-            "contributions": []
-        },
-        {
-            "login": "AditiR-42",
-            "name": "Aditi Raju",
-            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
-            "profile": "https://github.com/AditiR-42",
+            "login": "GabrielAmazonas",
+            "name": "Gabriel Amazonas",
+            "avatar_url": "https://avatars.githubusercontent.com/GabrielAmazonas",
+            "profile": "https://github.com/GabrielAmazonas",
             "contributions": []
         },
         {
@@ -286,6 +286,13 @@
             "profile": "https://github.com/BaeHenryS",
             "contributions": []
         },
+        {
+            "login": "leo47007",
+            "name": "Yu-Shun Hsiao",
+            "avatar_url": "https://avatars.githubusercontent.com/leo47007",
+            "profile": "https://github.com/leo47007",
+            "contributions": []
+        },
         {
             "login": "jaywonchung",
             "name": "Jae-Won Chung",
@@ -300,13 +307,6 @@
             "profile": "https://github.com/eimlav",
             "contributions": []
         },
-        {
-            "login": "leo47007",
-            "name": "Yu-Shun Hsiao",
-            "avatar_url": "https://avatars.githubusercontent.com/leo47007",
-            "profile": "https://github.com/leo47007",
-            "contributions": []
-        },
         {
             "login": "Matthew Stewart",
             "name": "Matthew Stewart",
@@ -314,6 +314,13 @@
             "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
             "contributions": []
         },
+        {
+            "login": "kaiM0ves",
+            "name": "kaiM0ves",
+            "avatar_url": "https://avatars.githubusercontent.com/kaiM0ves",
+            "profile": "https://github.com/kaiM0ves",
+            "contributions": []
+        },
         {
             "login": "jianqingdu",
             "name": "jianqingdu",
@@ -426,13 +433,6 @@
             "profile": "https://github.com/FinAminToastCrunch",
             "contributions": []
         },
-        {
-            "login": "Allen-Kuang",
-            "name": "Allen-Kuang",
-            "avatar_url": "https://avatars.githubusercontent.com/Allen-Kuang",
-            "profile": "https://github.com/Allen-Kuang",
-            "contributions": []
-        },
         {
             "login": "BrunoScaglione",
             "name": "Bruno Scaglione",
@@ -440,6 +440,13 @@
             "profile": "https://github.com/BrunoScaglione",
             "contributions": []
         },
+        {
+            "login": "Allen-Kuang",
+            "name": "Allen-Kuang",
+            "avatar_url": "https://avatars.githubusercontent.com/Allen-Kuang",
+            "profile": "https://github.com/Allen-Kuang",
+            "contributions": []
+        },
         {
             "login": "alex-oesterling",
             "name": "Alex Oesterling",
@@ -475,13 +482,6 @@
             "profile": "https://github.com/arighosh05",
             "contributions": []
         },
-        {
-            "login": "abigailswallow",
-            "name": "abigailswallow",
-            "avatar_url": "https://avatars.githubusercontent.com/abigailswallow",
-            "profile": "https://github.com/abigailswallow",
-            "contributions": []
-        },
         {
             "login": "aethernavshulkraven-allain",
             "name": "\u0905\u0930\u0928\u0935 \u0936\u0941\u0915\u094d\u0932\u093e | Arnav Shukla",
@@ -496,6 +496,13 @@
             "profile": "https://github.com/YangZhou1997",
             "contributions": []
         },
+        {
+            "login": "abigailswallow",
+            "name": "abigailswallow",
+            "avatar_url": "https://avatars.githubusercontent.com/abigailswallow",
+            "profile": "https://github.com/abigailswallow",
+            "contributions": []
+        },
         {
             "login": "YLab-UChicago",
             "name": "yanjingl",
diff --git a/README.md b/README.md
index 4434f0b0e..73217225e 100644
--- a/README.md
+++ b/README.md
@@ -261,8 +261,8 @@ Thanks goes to these wonderful people who have contributed to making this resour
       <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?s=100" width="100px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?s=100" width="100px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?s=100" width="100px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br /></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?s=100" width="100px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br /></td>
@@ -274,116 +274,117 @@ Thanks goes to these wonderful people who have contributed to making this resour
     <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?s=100" width="100px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br /></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?s=100" width="100px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?s=100" width="100px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?s=100" width="100px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?s=100" width="100px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?s=100" width="100px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?s=100" width="100px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
-    </tr>
-    <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?s=100" width="100px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?s=100" width="100px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?s=100" width="100px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?s=100" width="100px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br /></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?s=100" width="100px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?s=100" width="100px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?s=100" width="100px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?s=100" width="100px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?s=100" width="100px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/kaiM0ves"><img src="https://avatars.githubusercontent.com/kaiM0ves?s=100" width="100px;" alt="kaiM0ves"/><br /><sub><b>kaiM0ves</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?s=100" width="100px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?s=100" width="100px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?s=100" width="100px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?s=100" width="100px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?s=100" width="100px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?s=100" width="100px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?s=100" width="100px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?s=100" width="100px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?s=100" width="100px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?s=100" width="100px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?s=100" width="100px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?s=100" width="100px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?s=100" width="100px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?s=100" width="100px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?s=100" width="100px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?s=100" width="100px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?s=100" width="100px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?s=100" width="100px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?s=100" width="100px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?s=100" width="100px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?s=100" width="100px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?s=100" width="100px;" alt="अरनव शुक्ला &#124; Arnav Shukla"/><br /><sub><b>अरनव शुक्ला &#124; Arnav Shukla</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?s=100" width="100px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?s=100" width="100px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/YLab-UChicago"><img src="https://avatars.githubusercontent.com/YLab-UChicago?s=100" width="100px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?s=100" width="100px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?s=100" width="100px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?s=100" width="100px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?s=100" width="100px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?s=100" width="100px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?s=100" width="100px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?s=100" width="100px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?s=100" width="100px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?s=100" width="100px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?s=100" width="100px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?s=100" width="100px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?s=100" width="100px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?s=100" width="100px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?s=100" width="100px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?s=100" width="100px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?s=100" width="100px;" alt="Batur Arslan"/><br /><sub><b>Batur Arslan</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?s=100" width="100px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?s=100" width="100px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?s=100" width="100px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?s=100" width="100px;" alt="Edward Jin"/><br /><sub><b>Edward Jin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100?s=100" width="100px;" alt="Tess Watt"/><br /><sub><b>Tess Watt</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100?s=100" width="100px;" alt="bluebaer7"/><br /><sub><b>bluebaer7</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?s=100" width="100px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?s=100" width="100px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?s=100" width="100px;" alt="songhan"/><br /><sub><b>songhan</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?s=100" width="100px;" alt="jvijay"/><br /><sub><b>jvijay</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?s=100" width="100px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br /></td>
diff --git a/book/quarto/contents/frontmatter/acknowledgements/acknowledgements.qmd b/book/quarto/contents/frontmatter/acknowledgements/acknowledgements.qmd
index bca3c30ac..9905e5d1b 100644
--- a/book/quarto/contents/frontmatter/acknowledgements/acknowledgements.qmd
+++ b/book/quarto/contents/frontmatter/acknowledgements/acknowledgements.qmd
@@ -140,8 +140,8 @@ A comprehensive list of all GitHub contributors is available below, reflecting t
       <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?s=100" width="100px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?s=100" width="100px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?s=100" width="100px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br /></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?s=100" width="100px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br /></td>
@@ -153,116 +153,117 @@ A comprehensive list of all GitHub contributors is available below, reflecting t
     <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?s=100" width="100px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br /></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?s=100" width="100px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?s=100" width="100px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?s=100" width="100px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?s=100" width="100px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?s=100" width="100px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?s=100" width="100px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
-    </tr>
-    <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?s=100" width="100px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?s=100" width="100px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?s=100" width="100px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?s=100" width="100px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br /></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?s=100" width="100px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?s=100" width="100px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?s=100" width="100px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?s=100" width="100px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?s=100" width="100px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/kaiM0ves"><img src="https://avatars.githubusercontent.com/kaiM0ves?s=100" width="100px;" alt="kaiM0ves"/><br /><sub><b>kaiM0ves</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?s=100" width="100px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?s=100" width="100px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?s=100" width="100px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?s=100" width="100px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?s=100" width="100px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?s=100" width="100px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?s=100" width="100px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?s=100" width="100px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?s=100" width="100px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?s=100" width="100px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?s=100" width="100px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?s=100" width="100px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?s=100" width="100px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?s=100" width="100px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?s=100" width="100px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?s=100" width="100px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?s=100" width="100px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?s=100" width="100px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?s=100" width="100px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?s=100" width="100px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?s=100" width="100px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?s=100" width="100px;" alt="अरनव शुक्ला &#124; Arnav Shukla"/><br /><sub><b>अरनव शुक्ला &#124; Arnav Shukla</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?s=100" width="100px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?s=100" width="100px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/YLab-UChicago"><img src="https://avatars.githubusercontent.com/YLab-UChicago?s=100" width="100px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?s=100" width="100px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?s=100" width="100px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?s=100" width="100px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?s=100" width="100px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?s=100" width="100px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?s=100" width="100px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?s=100" width="100px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?s=100" width="100px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?s=100" width="100px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?s=100" width="100px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?s=100" width="100px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?s=100" width="100px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?s=100" width="100px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?s=100" width="100px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?s=100" width="100px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?s=100" width="100px;" alt="Batur Arslan"/><br /><sub><b>Batur Arslan</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?s=100" width="100px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?s=100" width="100px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?s=100" width="100px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?s=100" width="100px;" alt="Edward Jin"/><br /><sub><b>Edward Jin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100?s=100" width="100px;" alt="Tess Watt"/><br /><sub><b>Tess Watt</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100?s=100" width="100px;" alt="bluebaer7"/><br /><sub><b>bluebaer7</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?s=100" width="100px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?s=100" width="100px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?s=100" width="100px;" alt="songhan"/><br /><sub><b>songhan</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?s=100" width="100px;" alt="jvijay"/><br /><sub><b>jvijay</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?s=100" width="100px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br /></td>