diff --git a/docs/mlforecaster.md b/docs/mlforecaster.md
index 509918a2..3a4b0f58 100644
--- a/docs/mlforecaster.md
+++ b/docs/mlforecaster.md
@@ -131,3 +131,6 @@ We use the recursive autoregresive forecaster with added features.
 I will borrow this image from the `skforecast` [documentation](
 https://joaquinamatrodrigo.github.io/skforecast/0.6.0/user_guides/autoregresive-forecaster.html) that help us understand the working principles of this type of model. 
 
+![](https://joaquinamatrodrigo.github.io/skforecast/0.6.0/img/diagram-recursive-mutistep-forecasting.png) 
+
+With this type of model what we do in EMHASS is to create new features based on the timestamps of the data retrieved from Home Assistant. We create new features based on the day, the hour of the day, the day of the week, the month of the year, among others.