Recurrent Neural Networks Explained Easily

Recurrent Neural Networks Explained Easily

Valerio Velardo - The Sound of AI via YouTube Direct link

Issues with simple RNNS

14 of 15

14 of 15

Issues with simple RNNS

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Recurrent Neural Networks Explained Easily

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  1. 1 Intro
  2. 2 Univariate time series
  3. 3 Multivariate time series
  4. 4 Intuition
  5. 5 RNN architecture
  6. 6 Unrolling a recurrent layer
  7. 7 Data shape
  8. 8 Sequence to vector RNN
  9. 9 Sequence to sequence RNN
  10. 10 Memory cell for simple RNN
  11. 11 Why do we use tanh?
  12. 12 Backpropagation through time (BPTT)
  13. 13 The math behind
  14. 14 Issues with simple RNNS
  15. 15 What's up next?

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