CS 6501 Computational Visual Recognition Recurrent Neural Networks

CS 6501: Computational Visual Recognition Recurrent Neural Networks

Today • Recurrent Neural Network Cell • Recurrent Neural Networks (unenrolled) • RNN, Bidirectional-RNN, Stacked Bidirectional-RNNs • LSTM, Bidirectional-LSTM, Stacked Bidirectional-LSTMs CS 6501: Visual Recognition

Recurrent Neural Network Cell CS 6501: Visual Recognition

Recurrent Neural Network Cell CS 6501: Visual Recognition

Recurrent Neural Network Cell CS 6501: Visual Recognition

Recurrent Neural Network Cell CS 6501: Visual Recognition

Recurrent Neural Network Cell e (0. 7) a b c d e CS 6501: Visual Recognition

Recurrent Neural Network Cell CS 6501: Visual Recognition

Recurrent Neural Network Cell CS 6501: Visual Recognition

(Unrolled) Recurrent Neural Network a <<space>> c CS 6501: Visual Recognition t a t

(Unrolled) Recurrent Neural Network CS 6501: Visual Recognition cat likes eating the cat likes

(Unrolled) Recurrent Neural Network positive / negative sentiment rating CS 6501: Visual Recognition the cat likes

Bidirectional Recurrent Neural Network comer gato quiere the CS 6501: Visual Recognition cat wants

Stacked Recurrent Neural Network c a CS 6501: Visual Recognition t

Stacked Bidirectional Recurrent Neural Network c a CS 6501: Visual Recognition t

RNN in Pytorch CS 6501: Visual Recognition

LSTM Cell (Long Short-Term Memory) CS 6501: Visual Recognition

LSTM in Pytorch CS 6501: Visual Recognition

GRU in Pytorch CS 6501: Visual Recognition

Questions? CS 6501: Visual Recognition 20