Update README.md

README.md

@@ -32,9 +32,9 @@ Even with the training I found it was still useful to include some other phrases
 ![output Samples](https://huggingface.co/Severian-Void/Starsector-Portraits/resolve/main/images/RandomPortraits.png)
 
 # File Versions and Comparison Details
-All version are trained using a hand labeled image set of 556 images with black/white backgrounds as well as flipped version of the same images
+All model versions are trained using a hand labeled image set of 556 images with black/white backgrounds and flipped versions of the same images
 
-Any checkpoint versions with pploss in the name were trained with prior preservation loss enabled and a regularization set of 8000 portrait images comprised of photos/paintings/digitalart of humans in modern day attire.
+Any model versions with **pploss** in the name were trained with prior preservation loss enabled and used a regularization set of 8000 portrait images comprised of photos/paintings/digitalart of humans in modern day attire.
 
 CFG and SAMPLE STEP comparisons between rc_v1 model files