Lecture 10: Recurrent Neural Networks

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

Fei-Fei Li & Justin Johnson & Serena Yeung

Figure copyright Kaiming He, 2016. Reproduced with permission.

Lecture 10 - 4 May 4, 2017

Last Time: CNN Architectures

Softmax FC 1000 FC 4096 FC 4096

Pool 3x3 conv, 512 3x3 conv, 512 3x3 conv, 512

Pool 3x3 conv, 512 3x3 conv, 512 3x3 conv, 512

Pool 3x3 conv, 256 3x3 conv, 256

Pool 3x3 conv, 128 3x3 conv, 128

Pool 3x3 conv, 64 3x3 conv, 64

Input

VGG16

Softmax FC 1000 FC 4096 FC 4096

Pool 3x3 conv, 512 3x3 conv, 512 3x3 conv, 512 3x3 conv, 512

Pool 3x3 conv, 512 3x3 conv, 512 3x3 conv, 512 3x3 conv, 512

Pool 3x3 conv, 256 3x3 conv, 256

Pool 3x3 conv, 128 3x3 conv, 128

Pool 3x3 conv, 64 3x3 conv, 64

Input

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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