diff --git a/python/ray/autoscaler/aws/example-full.yaml b/python/ray/autoscaler/aws/example-full.yaml
index 69825d7f8..f75e1ce88 100644
--- a/python/ray/autoscaler/aws/example-full.yaml
+++ b/python/ray/autoscaler/aws/example-full.yaml
@@ -23,7 +23,7 @@ autoscaling_mode: default
 # and opens all the necessary ports to support the Ray cluster.
 # Empty string means disabled.
 docker:
-    image: "rayproject/ray-gpu:latest" # You can change this to latest-cpu if you don't need GPU support and want a faster startup
+    image: "rayproject/ray:latest-gpu" # You can change this to latest-cpu if you don't need GPU support and want a faster startup
     container_name: "ray_container"
     # If true, pulls latest version of image. Otherwise, `docker run` will only pull the image
     # if no cached version is present.
diff --git a/python/ray/autoscaler/azure/example-full.yaml b/python/ray/autoscaler/azure/example-full.yaml
index 33c9cc91f..36c0a0dc5 100644
--- a/python/ray/autoscaler/azure/example-full.yaml
+++ b/python/ray/autoscaler/azure/example-full.yaml
@@ -23,7 +23,7 @@ autoscaling_mode: default
 # and opens all the necessary ports to support the Ray cluster.
 # Empty string means disabled.
 docker:
-    image: "rayproject/ray-gpu:latest" # You can change this to latest-cpu if you don't need GPU support and want a faster startup
+    image: "rayproject/ray:latest-gpu" # You can change this to latest-cpu if you don't need GPU support and want a faster startup
     container_name: "ray_container"
     # If true, pulls latest version of image. Otherwise, `docker run` will only pull the image
     # if no cached version is present.
diff --git a/python/ray/autoscaler/gcp/example-full.yaml b/python/ray/autoscaler/gcp/example-full.yaml
index f91e36d57..ef21fd27a 100644
--- a/python/ray/autoscaler/gcp/example-full.yaml
+++ b/python/ray/autoscaler/gcp/example-full.yaml
@@ -23,7 +23,7 @@ autoscaling_mode: default
 # and opens all the necessary ports to support the Ray cluster.
 # Empty string means disabled.
 docker:
-  image: "rayproject/ray-gpu:latest" # You can change this to latest-cpu if you don't need GPU support and want a faster startup
+  image: "rayproject/ray:latest-gpu" # You can change this to latest-cpu if you don't need GPU support and want a faster startup
   container_name: "ray_container"
   # If true, pulls latest version of image. Otherwise, `docker run` will only pull the image
   # if no cached version is present.
diff --git a/python/ray/autoscaler/local/example-full.yaml b/python/ray/autoscaler/local/example-full.yaml
index 667b26453..8213fbce3 100644
--- a/python/ray/autoscaler/local/example-full.yaml
+++ b/python/ray/autoscaler/local/example-full.yaml
@@ -26,7 +26,7 @@ idle_timeout_minutes: 5
 # and opens all the necessary ports to support the Ray cluster.
 # Empty string means disabled. Assumes Docker is installed.
 docker:
-    image: "rayproject/ray-gpu:latest" # You can change this to latest-cpu if you don't need GPU support and want a faster startup
+    image: "rayproject/ray:latest-gpu" # You can change this to latest-cpu if you don't need GPU support and want a faster startup
     container_name: "ray_container"
     # If true, pulls latest version of image. Otherwise, `docker run` will only pull the image
     # if no cached version is present.