CS 6501 Computational Visual Recognition Recurrent Neural Networks

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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,

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 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:

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

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 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 CS 6501: Visual Recognition cat likes eating the cat likes

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

(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

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 Recurrent Neural Network c a CS 6501: Visual Recognition t

Stacked Bidirectional 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

RNN in Pytorch CS 6501: Visual Recognition

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

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

LSTM in Pytorch CS 6501: Visual Recognition

LSTM in Pytorch CS 6501: Visual Recognition

GRU in Pytorch CS 6501: Visual Recognition

GRU in Pytorch CS 6501: Visual Recognition

Questions? CS 6501: Visual Recognition 20

Questions? CS 6501: Visual Recognition 20

CS 6501 Deep Learning for Visual Recognition RecurrentCS 6501 Deep Learning for Visual Recognition Recurrent
RECURRENT NEURAL NETWORKS OUTLINE Why use recurrent networksRECURRENT NEURAL NETWORKS OUTLINE Why use recurrent networks
CS 6501 Vision and Language Recurrent Neural NetworksCS 6501 Vision and Language Recurrent Neural Networks
Neural networks 1 Neural networks Neural networks areNeural networks 1 Neural networks Neural networks are
Neural networks 1 Neural networks Neural networks areNeural networks 1 Neural networks Neural networks are
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CS 6501 Computational Visual Recognition Machine Learning ICS 6501 Computational Visual Recognition Machine Learning I
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CS 6501 Computational Visual Recognition Machine Learning ICS 6501 Computational Visual Recognition Machine Learning I
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