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About Cs7015 (Deep Learning) : Lecture 11: Convolutional Neural Networks, Lenet, Alexnet, Zf-Net, Vggnet, Googlenet and Resnet
This document summarizes a lecture on convolutional neural networks. It begins with an overview of popular CNN models like LeNet, AlexNet, ZF-Net, VGGNet, GoogLeNet and ResNet. It then describes the convolution operation, using the example of tracking an airplane's position over time with a noisy sensor. The convolution allows taking a weighted average of nearby sensor readings to reduce noise and obtain a cleaner estimate. It defines the filter as a weight array that slides over the input to compute the output at each position.
Detailed Information
| Author: | ['ankurkothari'] |
|---|---|
| Publication Year: | 2018 |
| Pages: | 477 |
| Language: | English |
| Format: | |
| Price: | FREE |
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