L03 : Jumpstarting Convolutional Neural Networks: Visualization, Transfer, Practical Models (VGG, ResNet)

Lecture Goals

  • Understand how to transfer parameters previously learned for a new task
  • Know the different ways to debug a deep network
  • Be aware of the different engineering tricks such as dropout, batch normalization
  • Learn why image datasets can be enhanced using data augmentation