diff --git a/lectures/lec03-pmm-20130926.pdf b/lectures/lec03-pmm-20130926.pdf
index 2149dff..d75d693 100644
Binary files a/lectures/lec03-pmm-20130926.pdf and b/lectures/lec03-pmm-20130926.pdf differ