Prerequisites: CASCS 541 or CASCS 542 - Mathematical and machine learning background for deep learning. Feed-forward networks., Backpropagation. Training strategies for deep networks. Architectures such as convolutional, recurrent, transformer networks. Deep reinforcement and unsupervised learning. Exposure to modern programming tools and libraries. Other recent topics, time permitting.