chore: Auto-generate HTML pages from markdown

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syllabus/index.html

@@ -568,7 +568,7 @@ <h3 id="week-4-word-embeddings-modern-methods-january-26--30">Week 4: Word Embed
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 </tbody>
 </table>
-<h3 id="week-5-transformers-attention-mechanisms-february-2--6">Week 5: Transformers & Attention Mechanisms (February 2--6)</h3>
+<h3 id="week-5-transformer-architecture-february-2--6">Week 5: Transformer Architecture (February 2--6)</h3>
 <table>
 <thead><tr>
 <th>Day</th>
@@ -581,23 +581,23 @@ <h3 id="week-5-transformers-attention-mechanisms-february-2--6">Week 5: Transfor
 <tr>
 <td>Mon Feb 2</td>
 <td>Lecture 15</td>
-<td>Attention Mechanisms</td>
+<td>Transformer Architecture</td>
 <td><a href="https://contextlab.github.io/llm-course/slides/week5/lecture15.html" target="_blank">HTML</a>, <a href="https://contextlab.github.io/llm-course/slides/week5/lecture15.pdf" target="_blank">PDF</a></td>
-<td><a href="https://arxiv.org/abs/1409.0473" target="_blank">Bahdanau et al. (2015)</a>, <a href="https://arxiv.org/abs/1706.03762" target="_blank">Vaswani et al. (2017)</a></td>
+<td><a href="https://arxiv.org/abs/1706.03762" target="_blank">Vaswani et al. (2017)</a>, <a href="https://prvnsmpth.github.io/animated-transformer/" target="_blank">The Animated Transformer</a></td>
 </tr>
 <tr>
 <td>Wed Feb 4</td>
 <td>Lecture 16</td>
-<td>Transformer Architecture</td>
+<td>Training Transformers</td>
 <td><a href="https://contextlab.github.io/llm-course/slides/week5/lecture16.html" target="_blank">HTML</a>, <a href="https://contextlab.github.io/llm-course/slides/week5/lecture16.pdf" target="_blank">PDF</a></td>
-<td><a href="https://arxiv.org/abs/1706.03762" target="_blank">Vaswani et al. (2017)</a></td>
+<td><a href="https://arxiv.org/abs/2001.08361" target="_blank">Kaplan et al. (2020)</a></td>
 </tr>
 <tr>
 <td>Fri Feb 6</td>
 <td>Lecture 17</td>
-<td>Training Transformers</td>
+<td>Retrieval Augmented Generation (RAG)</td>
 <td><a href="https://contextlab.github.io/llm-course/slides/week5/lecture17.html" target="_blank">HTML</a>, <a href="https://contextlab.github.io/llm-course/slides/week5/lecture17.pdf" target="_blank">PDF</a></td>
-<td><strong><a href="https://contextlab.github.io/llm-course/assignments/assignment-3/" target="_blank">Assignment 3</a> Due (Feb 6, 11:59 PM EST)</strong>, <strong><a href="https://contextlab.github.io/llm-course/assignments/assignment-4/" target="_blank">Assignment 4</a> Released</strong></td>
+<td><a href="https://arxiv.org/abs/2005.11401" target="_blank">Lewis et al. (2020)</a>, <strong><a href="https://contextlab.github.io/llm-course/assignments/assignment-3/" target="_blank">Assignment 3</a> Due</strong>, <strong><a href="https://contextlab.github.io/llm-course/assignments/assignment-4/" target="_blank">Assignment 4</a> Released</strong></td>
 </tr>
 </tbody>
 </table>
@@ -682,9 +682,9 @@ <h3 id="week-9-advanced-topics-march-2--6">Week 9: Advanced Topics (March 2--6)<
 <tr>
 <td>Mon Mar 2</td>
 <td>Lecture 24</td>
-<td>Retrieval Augmented Generation (RAG)</td>
+<td>Agents and Tool Use</td>
 <td><a href="https://contextlab.github.io/llm-course/slides/week9/lecture24.html" target="_blank">HTML</a>, <a href="https://contextlab.github.io/llm-course/slides/week9/lecture24.pdf" target="_blank">PDF</a></td>
-<td><a href="https://arxiv.org/abs/2005.11401" target="_blank">Lewis et al. (2020)</a></td>
+<td><a href="https://arxiv.org/abs/2210.03629" target="_blank">Yao et al. (2023)</a>, <a href="https://arxiv.org/abs/2302.04761" target="_blank">Schick et al. (2023)</a></td>
 </tr>
 <tr>
 <td>Wed Mar 4</td>