diff --git a/README.md b/README.md
index 3e9afca..b03d3a1 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,7 @@ Instructors: [Dirk Wulff](https://www.mpib-berlin.mpg.de/person/93374/2549) and
 
 #### Day 2
 09:15 AM - 09:45 AM: Recap quiz<br>
-09:45 AM - 10:45 AM: Talk: Intro to transformers & embeddings<br>
+09:45 AM - 10:45 AM: [Talk: Intro to transformers & embeddings](day_2/day_2.pdf)<br>
 10:45 AM - 11:00 AM: Break<br>
 11:00 AM - 12:00 PM: Talk: Intro to transformers & embeddings (continued)<br>
 12:00 PM - 01:00 PM: Lunch<br>