Theory of Neural Networks

(3 Credit Hours) · Undergraduate

Introduction to the theory of neural networks: expressivity (what functions a neural network can and cannot compute) and trainability (what functions a neural network can and cannot learn). Neural network architectures covered will include feed-forward, recurrent, convolutional and attention (transformer) neural networks.