Introduction
  • Overview
  • Github ANN Course repository
Neuron
  • Biological Neuron
  • Artificial Neuron
  • Compute a logical function
  • Linear Separability
  • Compute another logical function
  • Trick to remove the inside threshold
  • Weights
  • Decision boundary
  • Perceptron learning
  • Quiz 1
Implementation
  • Top down design
  • Predict (forward)
  • Train part 1
  • Train part 2
  • The XOR problem
  • Add hyperbolic tangent activation function
  • Refactor activation function
  • Improve weight initialization
  • Intuition XOR is hard
  • Intuition ANN == universal approximator
  • Approximate a strange function example
Applications
  • Iris Classifier
  • Digits Classifier
  • Save and Load functionality
  • Save and Load FIX
  • MNIST classifier
Valuable Resources
  • AIception and AIcrafters Resources