diff --git a/README.md b/README.md
index 41a40efd..d470f99b 100644
--- a/README.md
+++ b/README.md
@@ -56,6 +56,7 @@ for best practices.**
 - [m5-polars](https://www.kaggle.com/code/lemuz90/m5-mlforecast-eval-polars)
 - [m4](https://www.kaggle.com/code/lemuz90/m4-competition)
 - [m4-cv](https://www.kaggle.com/code/lemuz90/m4-competition-cv)
+- [favorita](https://www.kaggle.com/code/lemuz90/mlforecast-favorita)
 
 ## Why?
 
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 87e6baf8..577c7e20 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -95,7 +95,8 @@
     "* [m5](https://www.kaggle.com/code/lemuz90/m5-mlforecast-eval)\n",
     "* [m5-polars](https://www.kaggle.com/code/lemuz90/m5-mlforecast-eval-polars)\n",
     "* [m4](https://www.kaggle.com/code/lemuz90/m4-competition)\n",
-    "* [m4-cv](https://www.kaggle.com/code/lemuz90/m4-competition-cv)"
+    "* [m4-cv](https://www.kaggle.com/code/lemuz90/m4-competition-cv)\n",
+    "* [favorita](https://www.kaggle.com/code/lemuz90/mlforecast-favorita)"
    ]
   },
   {