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, regularization, gradient descent
Week 2 Video
Week 2 Slides
Week 2 Resources
Week 2 Quiz
Wednesday, 10/14
Classification, Logistic Regression
Week 3 Video
Week 3 Slides
Week 3 Resources
Week 3 Quiz
Wednesday, 10/21
Non-parametric methods, Ensemble Methods
Week 4 Video
Week 4 Slides
Week 4 Resources
Week 4 Quiz
Wednesday, 10/28
Kernels, Clustering
Week 5 Video
Week 5 Slides
Week 5 Resources
Week 5 Quiz
Wednesday, 11/4
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