diff --git a/docs/source/training.rst b/docs/source/training.rst
index ecb2c70b34..2ec14e1733 100644
--- a/docs/source/training.rst
+++ b/docs/source/training.rst
@@ -33,7 +33,7 @@ Preparing the datasets
frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope;
picture-in-picture" allowfullscreen>
-We will use the `🤗 Datasets `__ library to download and preprocess the IMDB
+We will use the `🤗 Datasets `__ library to download and preprocess the IMDB
datasets. We will go over this part pretty quickly. Since the focus of this tutorial is on training, you should refer
to the 🤗 Datasets `documentation `__ or the :doc:`preprocessing` tutorial for
more information.