updated readme

Author: williamFalcon

README.md

@@ -350,10 +350,10 @@ tensorboard --logdir /some/path
 - [Run test set](https://williamfalcon.github.io/pytorch-lightning/Trainer/Testing%20loop/)  
 
 ## Examples   
-- [GAN](https://github.com/williamFalcon/pytorch-lightning/blob/master/examples/templates/gan.py)    
-- [MNIST](https://williamfalcon.github.io/pytorch-lightning/LightningModule/RequiredTrainerInterface/#minimal-example)      
+- [GAN](https://github.com/williamFalcon/pytorch-lightning/tree/master/examples/domain_templates/gan.py)    
+- [MNIST](https://github.com/williamFalcon/pytorch-lightning/tree/master/examples/basic_examples)      
 - [Other projects using Lightning](https://github.com/williamFalcon/pytorch-lightning/network/dependents?package_id=UGFja2FnZS0zNzE3NDU4OTM%3D)    
-- [Multi-node](https://github.com/williamFalcon/pytorch-lightning/tree/master/examples/new_project_templates/multi_node_examples)   
+- [Multi-node](https://github.com/williamFalcon/pytorch-lightning/tree/master/examples/multi_node_examples)   
 
 ## Tutorials   
 - [Basic Lightning use](https://towardsdatascience.com/supercharge-your-ai-research-with-pytorch-lightning-337948a99eec)