Course Schedule (Tentative)
| Week | Lecture | Topic | Readings | Slides |
|---|---|---|---|---|
| Week 1 | Lecture 1 | Introduction to Human-AI Interactions | N/A | Slides |
| Week 1 | Lecture 2 | Practical Machine Learning | N/A | Slides |
| Week 2 | Lecture 3 | Perspectives on Human-AI Interaction | Reading 1 Reading 2 |
Slides |
| Week 2 | Lecture 4 | Team-based activities | ||
| Week 3 | Lecture 5 | Machine Learning + UX | N/A | Slides |
| Week 3 | Lecture 6 | Human Centered AI Design | N/A | Slides |
| Week 4 | Lecture 7 | Fairness in ML (Part 1) | N/A | Slides |
| Week 4 | Lecture 8 | Fairness in ML (Part 2) | Reading 1 Reading 2 |
Slides |
| Week 5 | Lecture 9 | Fairness in Algorithmic Hiring (Guest Lecture by Manish Raghavan) |
Reading 1 Reading 2 |
Slides |
| Week 5 | Lecture 10 | Fairness in Child Welfare Systems (Guest Lecture by Alexandra Chouldechova) |
Reading 1 Reading 2 |
|
| Week 6 | Lecture 11 | (Differential) Privacy | Reading | Slides |
| Week 6 | Lecture 12 | Privacy and Security for Internet of Things (Guest Lecture by Jason Hong) |
Reading | Slides |
| Week 7 | Lecture 13 | Interpretability (Part 1) | Reading 1 Reading 2 |
Slides |
| Week 7 | Lecture 14 | Interpretability (Part 2) (Guest lecture by Hima Lakkaraju) |
Reading 1 Reading 2 |
Slides |
| Week 8 | Lecture 15 | Social Acceptability, Ethics, and Trust (Part 1) | N/A | Slides |
| Week 8 | Lecture 16 | Social Acceptability, Ethics, and Trust (Part 2) | Reading: Chapter 6 - Ethics | |
| Week 9 | Lecture 17 | Recommender Systems | Reading | Slides |
| Week 9 | Lecture 18 | Recommender Systems (Guest lecture by Michael Ekstrand) |
Reading | Slides |
| Week 10 | Nov. 3rd | Election Day--No Class on Tuesday Vote! |
||
| Week 10 | Lecture 19 | Neural Networks | N/A | Slides |
| Week 11 | Lecture 20 | Generative Adversarial Network (GAN) | N/A | Slides |
| Week 11 | Lecture 21 | AI Generated Images Deepfake |
Reading 1 Watching 2 |
Slides |
| Week 12 | Lecture 22 | Reinforcement Learning | Reading | Slides |
| Week 12 | Lecture 23 | Application: Self-driving cars (Guest lecture by Gokul Swamy) |
Reading | Slides |
| Week 13 | Lecture 24 | Application: Healthcare (Guest lecture by Adam Perer) |
||
| Week 13 | Nov. 26th | Thanksgiving--No Class on Thursday | ||
| Week 14 | Peer Feedback | |||
| Week 15 | Project Presentation |