diff --git a/lecture_notes/week_5/notes_week_5.pdf b/lecture_notes/week_5/notes_week_5.pdf
new file mode 100644
index 0000000..5079d35
Binary files /dev/null and b/lecture_notes/week_5/notes_week_5.pdf differ