Neural Computation

Neuroscience Machine Learning

Overview

Computational models of neural systems and brain function.

Learning Algorithms

• Backpropagation
• Weight perturbation
• Node perturbation
• Comparison of Backprop, Weight Perturbation & Node Perturbation

Linear Models

• Shallow Linear Networks
• PCA Networks
• Deep Linear Networks

Nonlinear Models

• Activation Functions
• Perceptron