CSCI440

Undergraduate

Lecture

Advanced topics in neural networks and machine learning. Rosenblatt¿s perceptron, multilayer perceptrons, gradient-based learning, sigmoid neurons, backpropagation, and deep learning. Reinforcement learning, regression models, fully connected networks for multiclass classification, and an introduction to convolutional and recurrent neural networks.