diff --git a/_ml-commons-plugin/algorithms.md b/_ml-commons-plugin/algorithms.md
index 7fccd92d8b..6a4d21531b 100644
--- a/_ml-commons-plugin/algorithms.md
+++ b/_ml-commons-plugin/algorithms.md
@@ -434,11 +434,11 @@ A classification algorithm, logistic regression models the probability of a disc
 
 ### Example: Train/Predict with Iris data
 
-The following example creates an index in OpenSearch with the [Iris dataset](https://archive.ics.uci.edu/ml/datasets/iris), then trains the data using logistic regression. Lastly, it uses the trained model to predict Iris types separated by row.
+The following example creates an index in OpenSearch with the [Iris dataset](https://en.wikipedia.org/wiki/Iris_flower_data_set), then trains the data using logistic regression. Lastly, it uses the trained model to predict Iris types separated by row.
 
 #### Create an Iris index
 
-Before using this request, make sure that you have downloaded [Iris data](https://archive.ics.uci.edu/ml/datasets/iris).
+Before using this request, make sure that you have downloaded [Iris data](https://archive.ics.uci.edu/dataset/53/iris).
 
 ```bash
 PUT /iris_data