Update README.md

README.md

 # Test task for Context embedding in Image Captioning
-Data provided in test task is used
+Data provided in test task is used.
 Have used alexnet for encoder and lstm for decoder.
-Have used Flickr8k.token.txt for making vocab
-Code was developed in Google colab, if you are running it in colab, no dependencies needed to download
-For running code, you have to handle paths of files where ever used
-final result: Loss: 0.0022, Perplexity: 1.0022
-Does not contain code for visualising output images as of now
+Have used Flickr8k.token.txt for making vocab.
+Code was developed in Google colab, if you are running it in colab, no dependencies needed to download.
+For running code, you have to handle paths of files where ever used.
+final result: Loss: 0.0022, Perplexity: 1.0022.
+Does not contain code for visualising output images as of now.