Update README.md

Author: avijit9

README.md

@@ -3,7 +3,9 @@ Pytorch implementation of contractive autoencoder on MNIST dataset.
 
 To run this code just type the following in your terminal: **python CAE_pytorch.py**
 
+## Result:
+![alt text](https://github.com/avijit9/Contractive_Autoencoder_in_Pytorch/blob/master/out/all_results.gif)
 
-# Citation:
+## Citation:
 
 Rifai, Salah, et al. “**Contractive auto-encoders: Explicit invariance during feature extraction**.” Proceedings of the 28th international conference on machine learning (ICML-11). 2011.