Lecture 10: Recurrent Neural Networks - Stanford University

Lecture 10:

Recurrent Neural Networks

Fei-Fei Li & Justin Johnson & Serena Yeung

Lecture 10 -

1 May 4, 2017

Administrative

A1 grades will go out soon

A2 is due today (11:59pm)

Midterm is in-class on Tuesday!

We will send out details on where to go soon

Fei-Fei Li & Justin Johnson & Serena Yeung

Lecture 10 -

2 May 4, 2017

Extra Credit: Train Game

More details on Piazza

by early next week

Fei-Fei Li & Justin Johnson & Serena Yeung

Lecture 10 -

3 May 4, 2017

Last Time: CNN Architectures

AlexNet

Figure copyright Kaiming He, 2016. Reproduced with permission.

Fei-Fei Li & Justin Johnson & Serena Yeung

Lecture 10 -

4 May 4, 2017

Last Time: CNN Architectures

Softmax

FC 1000

Softmax

FC 4096

FC 1000

FC 4096

FC 4096

Pool

FC 4096

3x3 conv, 512

Pool

3x3 conv, 512

3x3 conv, 512

3x3 conv, 512

3x3 conv, 512

3x3 conv, 512

3x3 conv, 512

Pool

Pool

3x3 conv, 512

3x3 conv, 512

3x3 conv, 512

3x3 conv, 512

3x3 conv, 512

3x3 conv, 512

3x3 conv, 512

Pool

Pool

3x3 conv, 256

3x3 conv, 256

3x3 conv, 256

3x3 conv, 256

Pool

Pool

3x3 conv, 128

3x3 conv, 128

3x3 conv, 128

3x3 conv, 128

Pool

Pool

3x3 conv, 64

3x3 conv, 64

3x3 conv, 64

3x3 conv, 64

Input

Input

VGG16

VGG19

GoogLeNet

Fei-Fei Li & Justin Johnson & Serena Yeung

Figure copyright Kaiming He, 2016. Reproduced with permission.

Lecture 10 -

5 May 4, 2017

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