Lectures

Time: MWF 12:00pm – 12:50pm
Location: Solomon DECI (Room 101)
Course offered in-person with recordings made available for remote students and online section.
Date Topic Slides Recording
Week 1 - 3 Deep Learning Basics
W, 01/26 Welcome to Deep Learning pdf recording
F, 01/28 Supervised Learning - Classification/Regression, Training/Validation/Testing pdf recording
M, 01/31 Perceptron pdf recording
W, 02/02 Loss functions and Optimization pdf recording
F, 02/04 Backpropagation pdf recording
M, 02/07 Backpropagation, Automatic Differentiation pdf recording
W, 02/09 Matrix representation of NNs + GPUs pdf recording
F, 02/11 The Life Cycle of a Machine Learning Project pdf recording
M, 02/14 Introduction to Tensorflow pdf recording
Week 4-5 Convolutional Neural Networks
W, 02/16 Multi-layer NNs and Activation Functions pdf recording
F, 02/18 Multi-layer NNs (contd.) + Intro to CNNs pdf recording
M, 02/21 No Class
W, 02/23 CNNs (contd.) pdf recording
F, 02/25 Multi-layer CNNs pdf recording
M, 02/28 Convolutional Neural Networks in The Real World pdf recording
Week 6-9 Language Models
W, 03/02 Language Models, Word Embeddings pdf recording
F, 03/04 Feedforward Language Models pdf recording
M, 03/07 Recurrent Neural Networks pdf recording
W, 03/09 LSTMs + GRUs pdf recording
F, 03/11 Overfitting and Regularization pdf recording
M, 03/14 Machine Translation pdf recording
W, 03/16 Attention pdf recording
F, 03/18 Transformers pdf recording
M, 03/21 Transformers (2) + Scaling Deep Learning Systems pdf recording
W, 03/23 Scaling Deep Learning Systems Contd. pdf recording
Week 9-10 Probabilistic Models
F, 03/25 No Class
M, 03/28 No Class
W, 03/30 No Class
F, 04/01 No Class
M, 04/04 Unsupervised learning, Autoencoders pdf recording
W, 04/06 Variational Autoencoders pdf recording
F, 04/08 VAEs contd. and Generative adversarial networks pdf recording
M, 04/11 Deepfakes pdf recording
Week 11-12 Reinforcement Learning
W, 04/13 Introduction to reinforcement learning (1) pdf recording
F, 04/15 Value Iteration pdf recording
M, 04/18 Deep Q learning pdf recording
W, 04/20 Policy gradient methods pdf recording
F, 04/22 Actor-critic methods pdf recording
Week 12-13 Graph Neural Networks
M, 04/25 Interpretation of Neural Networks pdf recording
W, 04/27 Graph neural networks pdf recording
F, 04/29 Graph Neural Networks - In Clinical Research pdf recording
Week 14-15
M, 05/02 No Class
W, 05/04 No Class
F, 05/06 No Class
M, 05/09 No Class
W, 05/11 No Class
F, 05/13 Deep Learning Day!