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 <img src="http:https://minitorch.github.io/_images/minitorch.svg">
 
-* (Full Guide)[Minitorch] 
+* [Full Guide](http:https://minitorch.github.io) 
 
-MiniTorch (https://github.com/minitorch/) is a *diy teaching library*
+MiniTorch is a *diy teaching library*
 for machine learning engineers who wish to learn about the internal
 concepts underlying deep learning systems. It is a pure Python
 re-implementation of the (Torch)[http:https://www.pytorch.org]_ API