diff --git a/mlengine/online-prediction/src/main/java/OnlinePredictionSample.java b/mlengine/online-prediction/src/main/java/OnlinePredictionSample.java
index 6f70dad7009..a5232bb7617 100644
--- a/mlengine/online-prediction/src/main/java/OnlinePredictionSample.java
+++ b/mlengine/online-prediction/src/main/java/OnlinePredictionSample.java
@@ -47,7 +47,7 @@ public static void main(String[] args) throws Exception {
     JsonSchema param = new JsonSchema();
     String projectId = "YOUR_PROJECT_ID";
     // You should have already deployed a model and a version.
-    // For reference, see https://cloud.google.com/ml-engine/docs/how-tos/deploying-models.
+    // For reference, see https://cloud.google.com/ml-engine/docs/deploying-models.
     String modelId = "YOUR_MODEL_ID";
     String versionId = "YOUR_VERSION_ID";
     param.set(