Dataset Creation
Week 1
Lectures
- 9:30–10:10 Marzyeh Ghassemi, “Ethical Machine Learning in Health”
- 10:20–11:20 Course Staff, “Course Overview”
- 11:30–12:30 Catherine Bielick, “The Problems in Healthcare”
Key Dates
- Problem set 1 out
- Group project assigned
Week 2
Lectures
- 9:40–10:40 Mohammad Mamdani on Challenges of Implementation
- 10:50–11:50 Adam Rodman on Project Implementation
- 12:00–12:30 Jack Gallifant on Ethical Considerations in Data Collection and Use
Key Dates
- Reflection 1 due
Week 3
Lectures
- Lecture by Adam Rodman and Jack Gallifant
Key Dates
- Reflection 2 due
Machine Learning/Visualization
Week 4
Lectures
- 9:30–10:40 Adam Rodman, “Representation Learning in ML and Health”
- 10:50–11:50 Takashi and Rodrigo on TRIPOD-AI exercise
Key Dates
- Problem set 1 due
- Reflection 3 due
Week 5
Lectures
- 9:30–10:40 Adam Rodman on Model Evaluation: Health System
- 10:50–12 Tom Pollard on Data Sharing
Key Dates
- Problem set 2 out
- Final project signup due
- Reflection 4 due
Week 6
Lectures
- 9:30–10:40 Matthew McDermott on Model Evaluation: Machine Learning Perspective
- 10:50–11:50 Leo Anthony Celi on HASTE Policy Camp
Key Dates
- Reflection 5 due
Implementation
Week 7
Lectures
- 9:40–10:40 Jim Smit on Causal Machine Learning
- 10:50–12 pm Shalmali Joshi on Causal Machine Learning
Key Dates
- Reflection 6 due
Week 8
Lectures
- 9:30–10:40 Leo Celi
- 10:50–11:10 Liam McCoy
- 11:10–11:50 Midpoint presentation
Key Dates
- Problem set 2 out
- Problem set 3 out
- Reflection 7 due
Week 9
Lectures
- 9:30–10:40 Amol Verma and Gabe Brat
- 10:50–11:50 Team work on projects
Key Dates
- Reflection 8 due
Week 10
Lectures
- 9:30–10:40 Heather Mattie
- 10:50–11:50 Ned McCague
Key Dates
- Reflection 9 due
Week 11
Lectures
- 9:30–10:40 Charlotta Lindvall
- 10:50–11:50 Thomas Souneck
Key Dates
- Problem set 3 due
Week 12
Lectures
- Leo Anthony Celi on Haste Policy Camp
- Leo Anthony Celi on Haste Policy Camp
Key Dates
- Reflection 10 due
Week 13
Project work week [no lectures, no assignments due]
Week 14
Lectures
Final presentations
Key Dates
- Final project presentations
- Final project reports due
