Modern ConvNets

DATASCI 415: Statistical Learning and Data Mining

University of Michigan

including slides by Mu Li and Alex Smola

Modern convolutional neural nets

  1. LeNet

  2. AlexNet (modern capacity control)

  3. GoogLeNet (1x1 convolutions, inception module)

  4. ResNet (residual connections)