diff --git a/README.rst b/README.rst
index cf12b5874..ae7a197d3 100644
--- a/README.rst
+++ b/README.rst
@@ -354,7 +354,7 @@ Module 5: <pyhealth.metrics>
 
 ..
 
- We provide the following tutorials to help users get started with our pyhealth. Please bear with us as we update the documentation on how to use PyHealth 2.0.
+ We provide the following tutorials to help users get started with PyHealth. Please bear with us as we update the documentation on how to use PyHealth 2.0.
 
 `Tutorial 0: Introduction to pyhealth.data <https://colab.research.google.com/drive/1y9PawgSbyMbSSMw1dpfwtooH7qzOEYdN?usp=sharing>`_  `[Video] <https://www.youtube.com/watch?v=Nk1itBoLOX8&list=PLR3CNIF8DDHJUl8RLhyOVpX_kT4bxulEV&index=2>`__
 
diff --git a/chat-assistant/corpus/pyhealth-text.txt b/chat-assistant/corpus/pyhealth-text.txt
index 5d0d59992..a497129b7 100644
--- a/chat-assistant/corpus/pyhealth-text.txt
+++ b/chat-assistant/corpus/pyhealth-text.txt
@@ -324,7 +324,7 @@ Module 5: <pyhealth.metrics>
 
 ..
 
- We provide the following tutorials to help users get started with our pyhealth. 
+ We provide the following tutorials to help users get started with PyHealth. 
 
 `Tutorial 0: Introduction to pyhealth.data <https://colab.research.google.com/drive/1y9PawgSbyMbSSMw1dpfwtooH7qzOEYdN?usp=sharing>`_  `[Video] <https://www.youtube.com/watch?v=Nk1itBoLOX8&list=PLR3CNIF8DDHJUl8RLhyOVpX_kT4bxulEV&index=2>`__  
 
@@ -1203,7 +1203,7 @@ Here is the jupyter docs/tutorials.rst content:
 Tutorials
 ========================
 
- We provide the following tutorials to help users get started with our pyhealth. 
+ We provide the following tutorials to help users get started with PyHealth. 
 
 
 `Tutorial 0: Introduction to pyhealth.data <https://colab.research.google.com/drive/1y9PawgSbyMbSSMw1dpfwtooH7qzOEYdN?usp=sharing>`_  `[Video] <https://www.youtube.com/watch?v=Nk1itBoLOX8&list=PLR3CNIF8DDHJUl8RLhyOVpX_kT4bxulEV&index=2>`_ 
diff --git a/docs/tutorials.rst b/docs/tutorials.rst
index fcdab84ea..82ec6dcb8 100644
--- a/docs/tutorials.rst
+++ b/docs/tutorials.rst
@@ -1,7 +1,7 @@
 Tutorials
 ========================
 
- We provide the following tutorials to help users get started with our pyhealth. Please bear with us as we update the documentation on how to use pyhealth 2.0.
+ We provide the following tutorials to help users get started with PyHealth. Please bear with us as we update the documentation on how to use pyhealth 2.0.
 
 
 `Tutorial 0: Introduction to pyhealth.data <https://colab.research.google.com/drive/1y9PawgSbyMbSSMw1dpfwtooH7qzOEYdN?usp=sharing>`_  `[Video] <https://www.youtube.com/watch?v=Nk1itBoLOX8&list=PLR3CNIF8DDHJUl8RLhyOVpX_kT4bxulEV&index=2>`_