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