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Artificial Neural Networks
When to Consider Neural Networks
ALVINN drives 70 mph on highways
ALVINN's representation
Perceptron
Decision Surface of a Perceptron
Perceptron training rule
Perceptron training rule
Gradient Descent
Gradient Descent
Gradient Descent
Gradient Descent
Summary
Incremental (Stochastic) Gradient Descent
Multilayer Networks of Sigmoid Units
Sigmoid Unit
Error Gradient for a Sigmoid Unit
Backpropagation Algorithm
More on Backpropagation
Learning Hidden Layer Representations
Learning Hidden Layer Representations
Training
Training
Training
Convergence of Backpropagation
Expressive Capabilities of ANNs
Overfitting in ANNs
Neural Nets for Face Recognition
Learned Hidden Unit Weights
Alternative Error Functions
Recurrent Networks
In the Spotlight
Examples
