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 # Grokking-Deep-Learning
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-This repository accompanies my forthcoming book "Grokking Deep Learning", [available here](https://manning.com/books/grokking-deep-learning?a_aid=grokkingdl&a_bid=32715258 "Grokking Deep Learning"). Also, the coupon code "trask40" is good for a 40% discount.
+This repository accompanies the book "Grokking Deep Learning", [available here](https://manning.com/books/grokking-deep-learning?a_aid=grokkingdl&a_bid=32715258 "Grokking Deep Learning"). Also, the coupon code "trask40" is good for a 40% discount.
 
 - [Chapter 3 - Forward Propagation - Intro to Neural Prediction](https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter3%20-%20%20Forward%20Propagation%20-%20Intro%20to%20Neural%20Prediction.ipynb)
 - [Chapter 4 - Gradient Descent - Into to Neural Learning](https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter4%20-%20Gradient%20Descent%20-%20Intro%20to%20Neural%20Learning.ipynb)