This schedule is subject to change as the quarter progresses. Recordings of each class can be found in Canvas. Links will populate throughout the quarter.
Wednesday, 9/30: First day of class!
Course overview, Intro to Linear Regression
Week 1 Video (and supplemental recording to cover the few minutes of lost audio)
Wednesday, 10/7
Linear/polynomial regression, gradient descent, validation
Week 2 Video (and another supplemental recording to cover the start of our second section)
Wednesday, 10/14
Regularization, Dimensionality Reduction
Wednesday, 10/21
Classification, Logistic Regression
Wednesday, 10/28
Non-parametric methods, Ensemble Methods, Kernels
Wednesday, 11/4
Clustering, Bias and Fairness
Week 6 Video
Week 6 Slides
Week 6 Resources
Week 6 Quiz
Wednesday, 11/11:
Veterans Day, no class
Wednesday, 11/18
Neural Networks
Week 8 Video
Week 8 Slides
Week 8 Resources
Week 8 Quiz
Wednesday, 11/25
Thanksgiving week, no in-person class
Wednesday, 12/2:
Markov Decision Processes, Reinforcement Learning
Week 10 Video
Week 10 Slides
Week 10 Resources
Week 10 Quiz
Wednesday, 12/9: Last class!
Looking ahead: Vision, NLP
Week 11 Video
Week 11 Slides
Week 11 Quiz