diff --git a/17.03/Dockerfile b/17.03/Dockerfile
new file mode 100644
index 0000000..40021c2
--- /dev/null
+++ b/17.03/Dockerfile
@@ -0,0 +1,5 @@
+FROM docker:17.03
+MAINTAINER Tobias Maier <tobias.maier@baucloud.com>
+
+RUN apk add --no-cache py-pip
+RUN pip install docker-compose
diff --git a/README.md b/README.md
index dae5dea..98aab2f 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@
 This docker image installs docker-compose on top of the `docker` image.
 This is very usefull for CI pipelines, which leverage "Docker in Docker".
 
-There are versions based on different docker versions, e.g. `latest`, `1.13` and `1.12`.
+There are versions based on different docker versions, e.g. `latest`, `17.03`, `1.13` and `1.12`.
 
 ## Author