diff --git a/19.Advanced_Topics_II.pdf b/19.Advanced_Topics_II.pdf
index 88c4e1a..e5c7d50 100644
Binary files a/19.Advanced_Topics_II.pdf and b/19.Advanced_Topics_II.pdf differ