diff --git a/jupyter/README.md b/jupyter/README.md
index 783294a..af3c21c 100644
--- a/jupyter/README.md
+++ b/jupyter/README.md
@@ -6,7 +6,7 @@ This directory contains build files for a complete jupyter environment. It is ba
  - https://github.com/rgriffogoes/scraper-notebook
  - https://github.com/sharpTrick/sage-notebook
 
-The images these files produce contain everything you could possibly want in a jupyter notebook. Unfortunately, this also means that they take forever to build.
+The images these files produce contain everything you could possibly want in a jupyter notebook. Additional packages can be installed in notebooks with `%%bash` magic.
 
 
 ## Building the Image
diff --git a/jupyter/docker-compose.yml b/jupyter/docker-compose.yml
index f1e4f7b..793dac4 100644
--- a/jupyter/docker-compose.yml
+++ b/jupyter/docker-compose.yml
@@ -13,3 +13,13 @@ services:
     # host:container
     ports:
       - "127.0.0.1:8888:8888"
+
+    # Allow GPU access.
+    # Requires nvidia-containter-toolkit
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: 1
+              capabilities: [gpu]
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