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Affected files: Money/Assets/Financial Instruments.md Money/Assets/Security.md Money/Markets/Markets.md Politcs/Now.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/CNN/FCN/Highway Networks.md STEM/AI/Neural Networks/CNN/FCN/ResNet.md STEM/AI/Neural Networks/CNN/FCN/Skip Connections.md STEM/AI/Neural Networks/CNN/FCN/Super-Resolution.md STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md STEM/AI/Neural Networks/CNN/GAN/GAN.md STEM/AI/Neural Networks/CNN/GAN/StackGAN.md STEM/AI/Neural Networks/CNN/Inception Layer.md STEM/AI/Neural Networks/CNN/Interpretation.md STEM/AI/Neural Networks/CNN/Max Pooling.md STEM/AI/Neural Networks/CNN/Normalisation.md STEM/AI/Neural Networks/CNN/UpConv.md STEM/AI/Neural Networks/CV/Layer Structure.md STEM/AI/Neural Networks/MLP/MLP.md STEM/AI/Neural Networks/Neural Networks.md STEM/AI/Neural Networks/RNN/LSTM.md STEM/AI/Neural Networks/RNN/RNN.md STEM/AI/Neural Networks/RNN/VQA.md STEM/AI/Neural Networks/SLP/Least Mean Square.md STEM/AI/Neural Networks/SLP/Perceptron Convergence.md STEM/AI/Neural Networks/SLP/SLP.md STEM/AI/Neural Networks/Transformers/LLM.md STEM/AI/Neural Networks/Transformers/Transformers.md STEM/AI/Properties.md STEM/CS/Language Binding.md STEM/Light.md STEM/Maths/Tensor.md STEM/Quantum/Orbitals.md STEM/Quantum/Schrödinger.md STEM/Quantum/Standard Model.md STEM/Quantum/Wave Function.md Tattoo/Music.md Tattoo/Plans.md Tattoo/Sources.md
43 lines
945 B
Markdown
43 lines
945 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](Inception%20Layer.md)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) |