For a more detailed explanation see my blog post here: Reference: Goodfellow, Ian, Yoshua Bengio, and Aaron Courville. Deep learning. MIT press, 2016. Chapter 10 Sequence Modeling: Recurrent and Recursive Nets 10. 2 Recurrent Neural Networks (pp. 372 378) Arash Ashrafnejad
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