Update README.md

Paperspace · Jun 22, 2019 · b94a0b5 · b94a0b5
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@@ -4,7 +4,8 @@ This Github Repo contains the supporting Jupyter-notebooks for the Paperspace bl
 
 1. [PyTorch 101 Part 1 - Understanding Computation Graphs and Autograd](https://blog.paperspace.com/pytorch-101-understanding-graphs-and-automatic-differentiation)
 
-2. [PyTorch 101 Part 2 - Building Neural Networks With PyTorch.ipynb](https://blog.paperspace.com/pytorch-101-building-neural-networks)
+2. [PyTorch 101 Part 2 - Building Neural Networks With PyTorch](https://blog.paperspace.com/pytorch-101-building-neural-networks)
 
+3. [PyTorch 101 Part 3 - Going Deeper with PyTorch](https://blog.paperspace.com/pytorch-101-advanced/)
 
 The notebooks and links for the rest of the parts will be updated as and when they are published.