Date Topic Lecture Notes Readings
January 16, 2020 Introduction to CIS 522, History of Deep Learning Notes Syllabus
January 21, 2020 Introduction to PyTorch Notes
January 23, 2020 Introduction to Neural Networks Notes
January 28, 2020 Components of Deep Learning Notes
January 30, 2020 Components of Deep Learning Part 2 Notes
February 4, 2020 Introduction to Convolutional Neural Networks (CNNs) Notes
February 6, 2020 CNN Architectures & Applications Notes
February 11, 2020 Final Project Writeup
February 13, 2020 Autoencoders Notes
February 18, 2020 Generative Adversarial Networks Notes
February 20, 2020 Introduction to NLP Notes
February 25, 2020 RNNs and LSTMs Notes
February 27, 2020 Generative RNNs Notes
March 3, 2020 Depth and Width Notes
March 5, 2020 Generalization and Overfitting Notes
March 24, 2020 Seq2Seq and Attention Notes
March 26, 2020 Reinforcement Learning I Notes
March 31, 2020 Reinforcement Learning II Notes
April 2, 2020 Reinforcement Learning III Notes
April 7, 2020 Guest Lecture: Paris Perdikaris Notes
April 9, 2020 Guest Lecture: Kostas Daniilidis Notes
April 14, 2020 Guest Lecture: Dr. Timothy Lillicrap Notes
April 16, 2020 Guest Lecture: Stephen Phillips | Research Slides Notes
April 21, 2020 Tackling Climate Change with Deep Learning Notes
April 23, 2020 Guest Lecture: Michael Kearns Notes
April 28, 2020 Neuroscience & Deep Learning -- Last Lecture!!! Notes