stem/AI/Neural Networks/CNN/Examples.md
andy 7bc4dffd8b vault backup: 2023-06-06 11:48:49
Affected files:
STEM/AI/Neural Networks/CNN/Examples.md
STEM/AI/Neural Networks/CNN/FCN/FCN.md
STEM/AI/Neural Networks/CNN/FCN/ResNet.md
STEM/AI/Neural Networks/CNN/FCN/Skip Connections.md
STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md
STEM/AI/Neural Networks/CNN/GAN/GAN.md
STEM/AI/Neural Networks/CNN/Interpretation.md
STEM/AI/Neural Networks/CNN/UpConv.md
STEM/AI/Neural Networks/Deep Learning.md
STEM/AI/Neural Networks/MLP/MLP.md
STEM/AI/Neural Networks/Properties+Capabilities.md
STEM/AI/Neural Networks/SLP/Least Mean Square.md
STEM/AI/Neural Networks/SLP/SLP.md
STEM/AI/Neural Networks/Transformers/Transformers.md
STEM/AI/Properties.md
STEM/CS/Language Binding.md
STEM/CS/Languages/dotNet.md
STEM/Signal Proc/Image/Image Processing.md
2023-06-06 11:48:49 +01:00

970 B

LeNet

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

AlexNet

2012

  • ReLu
  • Normalisation

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 Loss Functions

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

googlenet-auxilliary-loss