diff --git a/README.md b/README.md
index 9fba248..f0f902c 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,7 @@
 # Training of AI Surrogate Models
 
-This notebook contains the current experiments for training AI models that attempt to predict the chemistry component of POET.
+This repository contains the current experiments for training AI models that attempt to predict the chemistry component of POET and is structued as follows:
 
-The repository is structured as follows:
 ```
 └── dataset
     └── Barite_50_Data_training.h5