Advanced Machine Learning

Catalog description

This course covers advanced methods in machine learning with an emphasis on neural representation learning, natural language modeling, and sequential decision making. Topics include deep networks for vision, sequence models (RNN/LSTM/GRU) and introductory transformers, and reinforcement learning (value/policy methods, DQN).