diff --git a/setup/install-gpu.sh b/setup/install-gpu.sh
index f87845c6c..e40ec4172 100755
--- a/setup/install-gpu.sh
+++ b/setup/install-gpu.sh
@@ -29,7 +29,7 @@ conda upgrade -y --all
 # install and configure theano
 pip install theano
 echo "[global]
-device = gpu
+device = cuda
 floatX = float32
 
 [cuda]