diff --git a/_config.yml b/_config.yml
index 4f8a132..7bb64a8 100644
--- a/_config.yml
+++ b/_config.yml
@@ -241,7 +241,7 @@ links:
   proj:
     proj1: "[Project 1: World Population and Poverty](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-fa24&urlpath=tree%2Fmaterials-fa24%2Fproject%2Fproject1%2Fproject1.ipynb)"
     proj2: "[Project 2: Climate](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-fa24&urlpath=tree%2Fmaterials-fa24%2Fproject%2Fproject2%2Fproject2.ipynb)"
-    proj3: "Project 3: Classifying Movies"
+    proj3: "[Project 3: Classifying Movies](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-fa24&urlpath=tree%2Fmaterials-fa24%2Fproject%2Fproject3%2Fproject3.ipynb)"
   lec:
     demo:
       demo01: "• [Demo](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https://github.com/data-8/materials-fa24&urlpath=tree/materials-fa24/lec/lec01/lec01.ipynb&branch=main)"
diff --git a/_modules/week-12.md b/_modules/week-12.md
index 6c9d4af..c570804 100644
--- a/_modules/week-12.md
+++ b/_modules/week-12.md
@@ -19,4 +19,4 @@ Nov 15
     : {{site.links.lec.slides.slide33}} {{site.links.lec.demo.demo33}}
 : _Reading:_ [16](https://inferentialthinking.com/chapters/16/Inference_for_Regression.html)
 : **Homework**{: .label .label-homework} {{site.links.hw.hw11}} (Due 11/20)
-: **Project**{: .label .label-project} {{site.links.proj.proj3}} (Due Fri 12/6)
+: **Project**{: .label .label-project} {{site.links.proj.proj3}} (Due Fri 12/6, Checkpoint Fri 11/22)