diff --git a/README.md b/README.md
index 0e36ee9..e3d7c43 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,8 @@
+
+
## Vision Transformer - Pytorch
-Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch. There's really not much to code here, but may as well lay out all the code so we expedite the attention revolution and get everyone on the same page.
+Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch. There's really not much to code here, but may as well lay it out all for everyone so we expedite the attention revolution.
## Install
diff --git a/vit.png b/vit.png
new file mode 100644
index 0000000..6eb9408
Binary files /dev/null and b/vit.png differ