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 ## Neural Networks: Zero to Hero
 
-A course of neural networks that starts all thew way at the basics. The course is a series of YouTube videos where we code and train neural networks together. The Jupyter notebooks we build in the videos are then captured here inside the [lectures](lectures/) directory. Every lecture also has a set of exercises included in the video description. (This may grow into something more respectable).
+A course on neural networks that starts all the way at the basics. The course is a series of YouTube videos where we code and train neural networks together. The Jupyter notebooks we build in the videos are then captured here inside the [lectures](lectures/) directory. Every lecture also has a set of exercises included in the video description. (This may grow into something more respectable).
 
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