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Pages tagged rnn
Amodei et al., ICML, 2016. 📄 **[Read on arXiv](https://arxiv.org/abs/1512.02595)** Deep Speech 2 is an end-to-end speech recognition system where a single RNN trained with CTC loss on spectrograms replaces the entire tr…
📄 **[Read on arXiv](https://arxiv.org/abs/1409.2329)** This paper discovered that dropout can be successfully applied to LSTMs if it is restricted to non-recurrent (feedforward) connections only, preserving the LSTM's a…
📄 **[Read Blog Post](https://karpathy.github.io/2015/05/21/rnn-effectiveness/)** Andrej Karpathy's 2015 blog post offers a vivid qualitative demonstration that character-level recurrent neural networks with LSTM cells c…
📄 **[Read Blog Post](https://colah.github.io/posts/2015-08-Understanding-LSTMs/)** Christopher Olah's 2015 blog post is a widely used pedagogical reference for understanding LSTM internals. The post explains why vanilla…