diff --git a/README.md b/README.md
index 33803ee..779a246 100644
--- a/README.md
+++ b/README.md
@@ -169,11 +169,12 @@ In the case you know Matlab check here:
 
 ## PyTorch 
 * [Get CUDA ready!](pytorch/cuda/README.md)
+* [Converting the original MNIST files into numpy](pytorch/MNIST/README.md) 
 * [Interfacing Data](pytorch/interfacing_data/README.md)
 * [Data augmentation](pytorch/augmentation/README.md)
 * [Layers](pytorch/layers/README.md)
 * [Creating networks](pytorch/networks/README.md)
-* [Converting the original MNIST files into numpy](pytorch/MNIST/README.md)
+* [Train the network](pytorch/train/README.md)
 * [How to take advantage of an optimizer for your non-Pytorch project](pytorch/optimizer_special/README.md)
 * [How to take advantage of a learning rate scheduler for your non-Pytorch project](pytorch/scheduler_special/README.md)
 * [Unfold: How to manually calculate the indices for a sliding 2d window](pytorch/Unfold/README.md)