stem/AI/Neural Networks/CNN/Examples.md
andy b30da1d29c vault backup: 2023-06-01 08:11:37
Affected files:
.obsidian/graph.json
.obsidian/workspace.json
Money/Assets/Derivative.md
STEM/AI/Neural Networks/CNN/Examples.md
STEM/AI/Neural Networks/Deep Learning.md
STEM/AI/Neural Networks/MLP/Decision Boundary.md
STEM/CS/Languages/dotNet.md
STEM/Semiconductors/Equations.md
Tattoo/Engineering.md
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905 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