diff --git a/public/components/experiment_warning/index.tsx b/public/components/experiment_warning/index.tsx
index 0d06c67b..3952b79d 100644
--- a/public/components/experiment_warning/index.tsx
+++ b/public/components/experiment_warning/index.tsx
@@ -11,13 +11,18 @@ export const ExperimentalWarning = () => {
     <EuiCallOut title="Experimental Feature" iconType="iInCircle">
       The feature is experimental and should not be used in a production environment. For more
       information, see{' '}
-      <EuiLink href="https://opensearch.org/docs/latest/ml-commons-plugin/ml-dashboard/" external>
+      <EuiLink
+        href="https://opensearch.org/docs/latest/ml-commons-plugin/ml-dashboard/"
+        external
+        target="_blank"
+      >
         Machine Learning Documentation
       </EuiLink>
       . To leave feedback, visit{' '}
       <EuiLink
         href="https://forum.opensearch.org/t/feedback-ml-commons-ml-model-health-dashboard-for-admins-experimental-release/12494"
         external
+        target="_blank"
       >
         forum.opensearch.org
       </EuiLink>
diff --git a/public/components/monitoring/model_deployment_table.tsx b/public/components/monitoring/model_deployment_table.tsx
index c6df94f9..7ebf9c0f 100644
--- a/public/components/monitoring/model_deployment_table.tsx
+++ b/public/components/monitoring/model_deployment_table.tsx
@@ -209,6 +209,7 @@ export const ModelDeploymentTable = ({
                   role="link"
                   href="https://opensearch.org/docs/latest/ml-commons-plugin/ml-dashboard/"
                   external
+                  target="_blank"
                 >
                   Machine Learning Documentation
                 </EuiLink>