diff --git a/Dockerfile b/Dockerfile
index 48f74b62975ff2448218818a4ba63b58227902f0..79b199ce112679ff57f20cd56391b2c704f53728 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -2,10 +2,15 @@ ARG cuda_version=10.0
 ARG cudnn_version=7
 FROM nvidia/cuda:${cuda_version}-cudnn${cudnn_version}-devel
 
+RUN sudo apt install apt-transport-https ca-certificates curl software-properties-common
+RUN curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo apt-key add -
+RUN sudo add-apt-repository "deb [arch=amd64] https://download.docker.com/linux/ubuntu bionic test"
+RUN sudo apt update
+RUN sudo apt install docker-ce
+
 # Install system packages
 RUN apt-get update && apt-get install -y --no-install-recommends \
       bzip2 \
-      docker-ce \
       g++ \
       git \
       graphviz \