Course Schedule (Tentative)
Week | Lecture | Topic | Readings | Slides |
---|---|---|---|---|
Week 1 08/31 |
Lecture 1 | Introduction to Human-AI Interactions | N/A | Slides |
Week 1 09/02 |
Lecture 2 | Practical Machine Learning | N/A | Slides |
Week 2 09/07 |
Lecture 3 | Perspectives on Human-AI Interaction | Reading 1 Reading 2 |
Slides |
Week 2 09/09 |
Lecture 4 | Machine Learning + UX | Reading 1 Reading 2 |
Slides |
Week 3 09/14 |
Lecture 5 | Human Centered AI Design | Reading 1 Reading 2 |
Slides |
Week 3 09/16 |
Lecture 6 | Fairness in ML (Part 1) | Reading 1 Reading 2 |
Slides |
Week 4 09/21 |
Lecture 7 | Fairness Discussion (In class activity: value cards) |
Reading 1 Post-class Reading |
[Slides] |
Week 4 09/23 |
Lecture 8 | Fairness in ML (Part 2) | Reading | Slides |
Week 5 09/28 |
Lecture 9 | Causal Inference and Fairness | No Reading | Slides |
Week 5 09/30 |
Lecture 10 | Fairness in the Field |
Reading 1 Reading 2 |
Slides |
Week 6 10/05 |
Lecture 11 | Interpretability (Part 1) | Reading 1 Reading 2 |
Slides |
Week 6 10/07 |
Lecture 12 | Interpretability (Part 2) | No reading | Slides |
Week 7 10/12 |
Lecture 13 | Usable Privacy and Security (Guest Lecture) |
Reading: Chpater 5 | Slides |
Week 7 10/14 |
No class | |||
Week 8 10/19 |
Lecture 14 | (Differential) Privacy | Reading 1 Reading 2 |
Slides |
Week 8 10/21 |
Lecture 15 | Ethics (In-class Activity: Black Mirror) |
Reading: Chapter 6 - Ethics | |
Week 9 10/26 |
Lecture 16 | Visualization (guest lecture) |
N/A | [Slides] |
Week 9 10/28 |
Lecture 17 | Neural Networks | N/A | Slides |
Week 10 11/02 |
Lecture 18 | Generative Adversarial Network (GAN) | N/A | Slides |
Week 10 11/04 |
Lecture 19 | Societal Implications of Computer Vision | Reading 1 Watching 2 |
Slides |
Week 11 11/09 |
Lecture 20 | Reinforcement Learning | Reading | Slides |
Week 11 11/11 |
Lecture 21 | Application: Self-driving cars (Guest lecture) |
Reading | [Slides] |
Week 12 11/16 |
Lecture 22 | Application: Content Moderation |
Reading | |
Week 12 11/18 |
Lecture 23 | Application: AI in Education (Guest lecture) |
Reading 1 Reading 2 |
[Slides] |
Week 13 11/23 |
Lecture 24 | Project Peer Feedback | ||
Week 13 11/25 |
Thanksgiving--No Class on Thursday | |||
Week 14 11/30 |
Project Presentation | |||
Week 14 12/02 |
Project Presentation |