diff --git a/docs/reference/intro.asciidoc b/docs/reference/intro.asciidoc
index a86ef841756e..dc069d54d53e 100644
--- a/docs/reference/intro.asciidoc
+++ b/docs/reference/intro.asciidoc
@@ -164,7 +164,7 @@ embroidery_ needles.
 ===== But wait, there’s more
 
 Want to automate the analysis of your time series data? You can use
-{ml-docs}/ml-overview.html[machine learning] features to create accurate
+{ml-docs}/ml-ad-overview.html[machine learning] features to create accurate
 baselines of normal behavior in your data and identify anomalous patterns. With
 machine learning, you can detect:
 
diff --git a/docs/reference/ml/anomaly-detection/apis/delete-forecast.asciidoc b/docs/reference/ml/anomaly-detection/apis/delete-forecast.asciidoc
index e2595add796e..8ec561387e7a 100644
--- a/docs/reference/ml/anomaly-detection/apis/delete-forecast.asciidoc
+++ b/docs/reference/ml/anomaly-detection/apis/delete-forecast.asciidoc
@@ -34,7 +34,7 @@ one or more forecasts before they expire.
 NOTE: When you delete a job, its associated forecasts are deleted.
 
 For more information, see
-{ml-docs}/ml-overview.html[Forecasting the future].
+{ml-docs}/ml-ad-overview.html#ml-forecasting[Forecasting the future].
 
 [[ml-delete-forecast-path-parms]]
 == {api-path-parms-title}
diff --git a/docs/reference/ml/anomaly-detection/apis/forecast.asciidoc b/docs/reference/ml/anomaly-detection/apis/forecast.asciidoc
index 10dacf35755a..eeea844d819c 100644
--- a/docs/reference/ml/anomaly-detection/apis/forecast.asciidoc
+++ b/docs/reference/ml/anomaly-detection/apis/forecast.asciidoc
@@ -24,7 +24,7 @@ Requires the `manage_ml` cluster privilege. This privilege is included in the
 
 You can create a forecast job based on an {anomaly-job} to extrapolate future 
 behavior. Refer to
-{ml-docs}/ml-overview.html#[Forecasting the future] and 
+{ml-docs}/ml-ad-overview.html#ml-forecasting[Forecasting the future] and 
 {ml-docs}/ml-limitations.html#ml-forecast-limitations[forecast limitations] to 
 learn more.