CSSE 413: Day 11

Outline

• Convolutional neural networks (CNNs):
  • More details
  • Some sample architectures
  • Training CNNs

Resources

• Slides based on article below.
• More details on CNNs
• Demo of a CNN for image recognition
• A Comprehensive Guide to Convolutional Neural Networks — the ELI5 way
• CIFAR-10 data set
• Training CNNs
• Wikipedia on gradient descent
• Derivation: Error Backpropagation & Gradient Descent for Neural Networks
• Weights in a CNN from the article "Derivation of Backpropagation in Convolutional Neural Network" by H. Qi.