diff --git a/docker/Dockerfile.ci_gpu b/docker/Dockerfile.ci_gpu
index f6838975332b..d5dbb9115138 100644
--- a/docker/Dockerfile.ci_gpu
+++ b/docker/Dockerfile.ci_gpu
@@ -17,7 +17,7 @@
 
 # CI docker GPU env
 # tag: v0.60
-FROM nvidia/cuda:10.0-cudnn7-devel-ubuntu18.04
+FROM nvidia/cuda:11.0.3-cudnn8-devel-ubuntu18.04
 
 # Base scripts
 RUN apt-get update --fix-missing