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Recurrent Neural Networks Recurrent Neural Networks

Recurrent Neural Networks - PowerPoint Presentation

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Uploaded On 2017-10-28

Recurrent Neural Networks - PPT Presentation

Recurrent Neural Network Cell Recurrent Neural Networks unenrolled LSTMs BiLSTMs Stacked BiLSTMs Today Recurrent Neural Network Cell         Recurrent Neural Network Cell       ID: 600268

recurrent neural cell network neural recurrent network cell unrolled cat likes lstms stacked space bidirectional networks

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Slide1

Recurrent Neural NetworksSlide2

Recurrent Neural Network Cell

Recurrent Neural Networks (unenrolled)

LSTMs, Bi-LSTMs, Stacked Bi-LSTMs

TodaySlide3

Recurrent Neural Network Cell

 

 

 

 Slide4

Recurrent Neural Network Cell

 

 

 

 

 Slide5

Recurrent Neural Network Cell

 

 

 

 

 

 

 

 Slide6

Recurrent Neural Network Cell

 

 

 

 

 

 Slide7

Recurrent Neural Network Cell

 

 

 

 

 

 

a b

c

d e

e (0.7)

cSlide8

Generating Samples from the Recurrent Neural Network CellSlide9

LSTM Cell (Long Short-Term Memory)

 

 

 

 

 

 Slide10
Slide11

Recurrent Neural Network Cell

 

 

 

 

 

 Slide12

Recurrent Neural Network Cell

 

 

 

 

 Slide13

(Unrolled) Recurrent Neural Network

 

 

 

 

 

 

 

 

 

 

 

 

 

c

a

t

a

t

<<space>>

 

 

 Slide14

(Unrolled) Recurrent Neural Network

 

 

 

 

 

 

 

 

 

 

 

 

 

the

cat

likes

cat

likes

eating

 

 

 Slide15

(Unrolled) Recurrent Neural Network

 

 

 

 

 

 

 

 

 

 

 

the

cat

likes

positive / negative sentiment rating

 Slide16

(Unrolled) Recurrent Neural Network

 

 

 

 

 

 

 

 

 

 

 

 

 

c

a

t

a

t

<<space>>

 

 

 Slide17
Slide18
Slide19
Slide20

Bidirectional Recurrent Neural Network

 

 

 

 

 

 

 

 

 

 

 

 

 

the

cat

wants

gato

quiere

comer

 

 

 Slide21

Stacked Recurrent Neural Network

 

 

 

 

 

 

 

 

 

 

 

 

 

c

a

t

 

 

 

 

 

 

 

 

 

 

 

 

 Slide22

Bidirectional Stacked Recurrent Neural Network

 

 

 

 

 

 

 

 

 

 

 

 

 

c

a

t

 

 

 

 

 

 

 

 

 

 

 

 

 Slide23
Slide24

Questions?

24