added docs page

README.md

@@ -20,7 +20,7 @@ pip install pytorch-lightning
 ```
 
 ## Docs   
-In progress. Documenting now!  
+**[View the docs here](https://williamfalcon.github.io/pytorch-lightning/)**
 
 ## Disclaimer
 This is a research tool I built for myself internally while doing my PhD. The API is not 100% production quality, but my hope is that by open-sourcing, we can all get it there (I don't have too much time nowadays to write production-level code).

docs/index.md

@@ -1,2 +1,22 @@
-# main page
-hello
+# PYTORCH-LIGHTNING DOCUMENTATION
+
+###### Quick start
+- CPU example   
+- Single GPU example   
+- Multi-gpu example 
+- SLURM cluster example      
+
+
+###### Distributed training
+- Single-gpu      
+- Multi-gpu      
+- Multi-node   
+
+
+###### Mixed precision training
+- 16-bit mixed precision
+
+###### Computing cluster (SLURM)
+- Automatic checkpointing   
+- Automatic saving, loading   
+- Walltime auto-resubmit