diff --git a/modules/chapter1/pages/section2.adoc b/modules/chapter1/pages/section2.adoc
index f8d95e5..f4e6c7d 100644
--- a/modules/chapter1/pages/section2.adoc
+++ b/modules/chapter1/pages/section2.adoc
@@ -38,7 +38,7 @@ Workbench Images::
 Container images to be used as workbench containers.
 RHOAI includes a number of images ready to use for different common working environments.
 Each image contains a different set of libraries and versions.
-`Pytorch`, `TensorFlow`, `Minimal Python`, or `Standard Data Science` are examples of these images.
+`PyTorch`, `TensorFlow`, `Minimal Python`, or `Standard Data Science` are examples of these images.
 +
 You can use the provided workbench images or you can create custom workbench images adapted to your needs.
 
diff --git a/notebooks/intro-text-generation/odh-merged-docs.adoc b/notebooks/intro-text-generation/odh-merged-docs.adoc
index 4dbbd68..86c01b4 100644
--- a/notebooks/intro-text-generation/odh-merged-docs.adoc
+++ b/notebooks/intro-text-generation/odh-merged-docs.adoc
@@ -1687,7 +1687,7 @@ endif::[]
 | TensorFlow is an open source platform for machine learning. With TensorFlow, you can build, train and deploy your machine learning models. TensorFlow contains advanced data visualization features, such as computational graph visualizations. It also allows you to easily monitor and track the progress of your models.
 
 | PyTorch
-| PyTorch is an open source machine learning library optimized for deep learning. If you are working with computer vision or natural language processing models, use the Pytorch notebook image.
+| PyTorch is an open source machine learning library optimized for deep learning. If you are working with computer vision or natural language processing models, use the PyTorch notebook image.
 // RHODS-1598 -  using GPUs and CPUs
 
 | Minimal Python