diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle
index 2464810ee..7ec84ed87 100644
Binary files a/doc/LectureNotes/_build/.doctrees/environment.pickle and b/doc/LectureNotes/_build/.doctrees/environment.pickle differ
diff --git a/doc/LectureNotes/_build/.doctrees/project1.doctree b/doc/LectureNotes/_build/.doctrees/project1.doctree
index 5232a844b..d211d09f8 100644
Binary files a/doc/LectureNotes/_build/.doctrees/project1.doctree and b/doc/LectureNotes/_build/.doctrees/project1.doctree differ
diff --git a/doc/LectureNotes/_build/html/_sources/project1.ipynb b/doc/LectureNotes/_build/html/_sources/project1.ipynb
index 738c04f14..ddae4f248 100644
--- a/doc/LectureNotes/_build/html/_sources/project1.ipynb
+++ b/doc/LectureNotes/_build/html/_sources/project1.ipynb
@@ -41,7 +41,7 @@
     "  - It should be around 5000 words, use the word counter in Overleaf for this.\n",
     "  - It should be around 10 pages long, not including references or appendices.\n",
     "  - It should include around 10-15 figures.\n",
-    "- A comment linking to your github repository (or folder in one of your github repositories) for this project. It must include\n",
+    "- A comment linking to your github repository (or folder in one of your github repositories) for this project. The repository must include\n",
     "  - A PDF of the report\n",
     "  - A folder named Code, where you put python files for your functions and notebooks for reproducing your results. Remember to use a seed for generating random data and for train-test splits when generating final results.\n",
     "  - A README file with\n",
diff --git a/doc/LectureNotes/_build/html/project1.html b/doc/LectureNotes/_build/html/project1.html
index 520508c1c..031e84816 100644
--- a/doc/LectureNotes/_build/html/project1.html
+++ b/doc/LectureNotes/_build/html/project1.html
@@ -432,7 +432,7 @@ doconce format html Project1.do.txt  -->
 <li><p>It should include around 10-15 figures.</p></li>
 </ul>
 </li>
-<li><p>A comment linking to your github repository (or folder in one of your github repositories) for this project. It must include</p>
+<li><p>A comment linking to your github repository (or folder in one of your github repositories) for this project. The repository must include</p>
 <ul>
 <li><p>A PDF of the report</p></li>
 <li><p>A folder named Code, where you put python files for your functions and notebooks for reproducing your results. Remember to use a seed for generating random data and for train-test splits when generating final results.</p></li>
diff --git a/doc/LectureNotes/_build/jupyter_execute/.venv/lib/python3.13/site-packages/jupyter_book/book_template/markdown-notebooks.ipynb b/doc/LectureNotes/_build/jupyter_execute/.venv/lib/python3.13/site-packages/jupyter_book/book_template/markdown-notebooks.ipynb
index 88b41acb6..5e6c28bbf 100644
--- a/doc/LectureNotes/_build/jupyter_execute/.venv/lib/python3.13/site-packages/jupyter_book/book_template/markdown-notebooks.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/.venv/lib/python3.13/site-packages/jupyter_book/book_template/markdown-notebooks.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "11daa0a7",
+   "id": "da3b753e",
    "metadata": {},
    "source": [
     "# Notebooks with MyST Markdown\n",
@@ -19,7 +19,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7964e05c",
+   "id": "2bea4705",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,7 +28,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82b51408",
+   "id": "1d36b822",
    "metadata": {},
    "source": [
     "When your book is built, the contents of any `{code-cell}` blocks will be\n",
diff --git a/doc/LectureNotes/_build/jupyter_execute/project1.ipynb b/doc/LectureNotes/_build/jupyter_execute/project1.ipynb
index 99479904f..483a2d6ed 100644
--- a/doc/LectureNotes/_build/jupyter_execute/project1.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/project1.ipynb
@@ -41,7 +41,7 @@
     "  - It should be around 5000 words, use the word counter in Overleaf for this.\n",
     "  - It should be around 10 pages long, not including references or appendices.\n",
     "  - It should include around 10-15 figures.\n",
-    "- A comment linking to your github repository (or folder in one of your github repositories) for this project. It must include\n",
+    "- A comment linking to your github repository (or folder in one of your github repositories) for this project. The repository must include\n",
     "  - A PDF of the report\n",
     "  - A folder named Code, where you put python files for your functions and notebooks for reproducing your results. Remember to use a seed for generating random data and for train-test splits when generating final results.\n",
     "  - A README file with\n",
diff --git a/doc/LectureNotes/project1.ipynb b/doc/LectureNotes/project1.ipynb
index 738c04f14..ddae4f248 100644
--- a/doc/LectureNotes/project1.ipynb
+++ b/doc/LectureNotes/project1.ipynb
@@ -41,7 +41,7 @@
     "  - It should be around 5000 words, use the word counter in Overleaf for this.\n",
     "  - It should be around 10 pages long, not including references or appendices.\n",
     "  - It should include around 10-15 figures.\n",
-    "- A comment linking to your github repository (or folder in one of your github repositories) for this project. It must include\n",
+    "- A comment linking to your github repository (or folder in one of your github repositories) for this project. The repository must include\n",
     "  - A PDF of the report\n",
     "  - A folder named Code, where you put python files for your functions and notebooks for reproducing your results. Remember to use a seed for generating random data and for train-test splits when generating final results.\n",
     "  - A README file with\n",