andy
1c441487f9
Affected files: .obsidian/workspace-mobile.json .obsidian/workspace.json Lab/Scratch Domain.md Money/Econ.md STEM/AI/Classification/Classification.md STEM/AI/Classification/README.md STEM/AI/Classification/Supervised.md STEM/AI/Neural Networks/CNN/Examples.md STEM/AI/Neural Networks/CNN/FCN/FCN.md STEM/AI/Neural Networks/CNN/FCN/FlowNet.md STEM/AI/Neural Networks/CV/Filters.md STEM/img/coordinate-change.png STEM/img/gaussian-class.png Tattoo/Engineering.md Want.md
43 lines
925 B
Markdown
43 lines
925 B
Markdown
# LeNet
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- 1990's
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![lenet-1989](../../../img/lenet-1989.png)
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- 1989
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![lenet-1998](../../../img/lenet-1998.png)
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- 1998
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# AlexNet
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2012
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- [[Activation Functions#ReLu|ReLu]]
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- Normalisation
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![alexnet](../../../img/alexnet.png)
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# VGG
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2015
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- 16 layers over AlexNet's 8
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- Looking at vanishing gradient problem
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- Xavier
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- Similar kernel size throughout
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- Gradual filter increase
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![vgg-spec](../../../img/vgg-spec.png)
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![vgg-arch](../../../img/vgg-arch.png)
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# GoogLeNet
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2015
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- [[Inception Layer]]s
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- Multiple [[Deep Learning#Loss Function|Loss]] Functions
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![googlenet](../../../img/googlenet.png)
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## [Inception Layer](Inception%20Layer.md)
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![googlenet-inception](../../../img/googlenet-inception.png)
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## Auxiliary [[Deep Learning#Loss Function|Loss]] Functions
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- Two other SoftMax blocks
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- Help train really deep network
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- Vanishing gradient problem
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![googlenet-auxilliary-loss](../../../img/googlenet-auxilliary-loss.png) |