Update README.md

Author: TarrySingh

README.md

@@ -14,6 +14,7 @@ Finally, it is **YOUR** help I will seek to make it more useful and less boring,
 ## Index
 
 * [deep-learning](#deep-learning)
+ * [UBER | Pyro](#uber-pyro-probabalistic-tutorials)
  * [Netflix | VectorFlow](#netflix-vectorflow-tutorials)
  * [PyTorch](#pytorch-tutorials)
  * [tensorflow](#tensor-flow-tutorials)
@@ -46,6 +47,18 @@ Finally, it is **YOUR** help I will seek to make it more useful and less boring,
 
 IPython Notebook(s) and other programming tools such as Torch/Lua/D lang in demonstrating deep learning functionality.
 
+### uber-pyro-probabalistic-tutorials
+<p align="center">
+ <img src="https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials/blob/master/images/pyro.png">
+</p>
+
+Additional PyRo tutorials:
+
+* [pyro-examples](http://pyro.ai/examples/)
+* [pyro-examples](http://pyro.ai/examples/)
+* [pyro-examples](http://pyro.ai/examples/)
+* [pyro-examples](http://pyro.ai/examples/)
+
 
 ### netflix-vectorflow-tutorials
 <p align="center">