Update README.md

README.md

@@ -5,9 +5,9 @@ task_categories: [image-to-text]
 ---
 
 ## Flickr30k dogs and babies selection
-The data set was created for the image-to-text/text-to-image tutorial of the
+The data set was created for an image-to-text/text-to-image tutorial of the
 Advanced Natural Language Processing (KEN4259) course at Maastricht University.
-To make a good demo but the limit data size and required training time we selected only images 
+To make a good demo, but limit the data size and required training time, we selected only images 
 where the caption has a term for dog or a small child. Images were also cropped to squares and 
 compressed to 128 x 128 pixels to fit into our SWIN transformer.