Mathematical Framework

In this section, the mathematical framework of Neural Networks will be detailed and the formulae of the different operations will be derived explicitly.

• Introduction and Notations
  • Dataset
  • Neural Stack
  • Miscelanous Notations
  • Cost Function
• Backpropagation
• Layers
  • Fully Connected
    • Backpropagation
  • Convolutional Layer
    • Strides
    • Dilations
    • Convolution function
    • Backpropagation