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HST.953 | Fall 2024 | Graduate

# Clinical Data Learning, Visualization, and Deployments

### 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

## Course Info

##### Instructors

- Marzyeh Ghassemi
- Leo A Celi
- Adam Rodman
- Ned McCague

##### Departments

- Electrical Engineering and Computer Science
- Health Sciences and Technology

##### As Taught In

Fall 2024

##### Level

Graduate

##### Topics

- Engineering
  - Computer Science
    - Artificial Intelligence
- Health and Medicine

##### Learning Resource Types

assignment Problem Sets
assignment Programming Assignments
auto_stories Readings

Browse Resources

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