In deep learning, given a convolutional layer with 384 filters, is/are there ...a) only one bias to be added to the results of the convolution operations at that layer orb) 384 bias values, one per filter, to be added to the results of their corresponding convolution operation at that layer?

Answered: In deep learning, given a convolutional…

Computer Networking: A Top-Down Approach (7th Edition)

7th Edition

ISBN:9780133594140

Author:James Kurose, Keith Ross

Publisher:James Kurose, Keith Ross

Chapter1: Computer Networks And The Internet

Section: Chapter Questions

Problem R1RQ: What is the difference between a host and an end system? List several different types of end...

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In deep learning, given a convolutional layer with 384 filters, is/are there ...

a) only one bias to be added to the results of the convolution operations at that layer

b) 384 bias values, one per filter, to be added to the results of their corresponding convolution operation at that layer?

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Solution :

There is only one bias to be added to the results of the convolution operations at that layer. The bias values for each !lter are added to the results of their corresponding convolution operation at that layer.

For example,

if the! If lter has a 3x3 kernel, the bias is added to the convolution operation result!.bias has nothing to do with a convolutional layer's width.

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