stem/AI/Neural Networks/CNN/Examples.md
andy 1c441487f9 vault backup: 2023-06-02 17:17:29
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
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925 B

LeNet

  • 1990's lenet-1989
  • 1989 lenet-1998
  • 1998

AlexNet

2012

alexnet

VGG

2015

  • 16 layers over AlexNet's 8
  • Looking at vanishing gradient problem
    • Xavier
  • Similar kernel size throughout
  • Gradual filter increase

vgg-spec vgg-arch

GoogLeNet

2015

googlenet

Inception Layer

googlenet-inception

Auxiliary Deep Learning#Loss Function Functions

  • Two other SoftMax blocks
  • Help train really deep network
    • Vanishing gradient problem

googlenet-auxilliary-loss