diff --git a/README.md b/README.md
index e9edd20445f1019ec7d142b14c296897a49781c3..20993769971a3ab728c1824fbfa321cd9cab271b 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ The notebooks are hosted on Binder and can immediately be run.
 # Getting started locally
 Make sure to have Docker installed on your computer, see [Installing Docker](https://docs.docker.com/get-docker/). Then follow the steps below.
 
+### Alternative 1: Building the Docker image locally
 #### Step 1
 Clone the repository
 ```
@@ -24,3 +25,16 @@ Run the Docker image
 docker run --rm -it -p 8888:8888 targettracking
 ```
 This opens up a Jupyter lab instance on port 8888 which you can open in any browser.
+### Alternative 2: Pull Docker image from Container Registry
+Run the Docker image (with notebooks) by running
+```
+docker run --rm -it -p 8888:8888 gitlab.liu.se:5000/phd-courses/multiple-target-tracking
+```
+
+# Documentation
+The documentation is hosted on Gitlab pages but is also buildable locally in the provided Docker image.
+To build the documentation the following procedure is suggested.
+```
+docker run --rm -it -v "$(pwd)":/home/jovyan/work targettracking pdoc --html --output-dir work/html/ src/
+```
+This will map your current folder into the jovyan/work folder in the container. Then, it builds the documentation to that directory and removes the container. The documentation is available in your current directory.