PSI 2018/2019 - Machine Learning (Hayward)

Alternatives to gradient descent, backpropagation, recognizing overfitting

Supervised learning with feedforward neural networks: weights and biases, activation functions, cost functions, gradient descent

Motivation; goals of machine learning and many-body physics; definitions of supervised, unsupervised and reinforcement learning