diff --git a/Dockerfile b/Dockerfile
index b45eb8df3..fd71cbb7f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -6,12 +6,12 @@ WORKDIR /home/user
 COPY haystack /home/user/haystack
 
 # install as a package
-COPY setup.py requirements.txt README.rst /home/user/
+COPY setup.py requirements.txt README.md /home/user/
 RUN pip install -r requirements.txt
 RUN pip install -e .
 
 # copy saved models
-COPY README.rst models* /home/user/models/
+COPY README.md models* /home/user/models/
 
 # Copy REST API code
 COPY rest_api /home/user/rest_api
diff --git a/Dockerfile-GPU b/Dockerfile-GPU
index c25f42837..7a8382622 100644
--- a/Dockerfile-GPU
+++ b/Dockerfile-GPU
@@ -15,12 +15,12 @@ RUN update-alternatives --set python3 /usr/bin/python3.7
 COPY haystack /home/user/haystack
 
 # install as a package
-COPY setup.py requirements.txt README.rst /home/user/
+COPY setup.py requirements.txt README.md /home/user/
 RUN pip3 install -r requirements.txt
 RUN pip3 install -e .
 
 # copy saved models
-COPY README.rst models* /home/user/models/
+COPY README.md models* /home/user/models/
 
 # Copy REST API code
 COPY rest_api /home/user/rest_api