Projects
Description
Students will collaborate in groups of 1 or 2 persons to complete a project on Generative AI for Biomedicine. These projects should have some AI and Biomedical applications.
Project Proposal
You proposal should describe:
- What Biomedical problem are you planning to address? -- what are the technical challenges?
- What are the existing state-of-art methods on this problem? Is the source code/model available?
- Possible directions for going forward.
- How do you evaluate the performance?
- Who is your team and how are you planning to split the workload between team members?
- A rough timeline/milestones
- What CPU, GPU and storage infrastructure do need for this project? Please estimate the amount of computation time required.
Project Report
- Introduction/Motivation: This essentially lays out the problem definition, motivation, talks about why we need to work on it, the key contributions expected/presented in the work.
- Related Work/Background: This talks about key papers/works that provide context to your current work. Instead of listing down multiple past works, talk about the ones that minimally differ from your work, and how.
- Methodology: This section talks about your method, raises research questions and how you are going to address them.
- Experiments: This section can describe your experiments and the results you obtain.
- Analysis/Ablations: Typically, you would have multiple factors involved in your experimental setting. Analysis sections help you probe deeper into the results and help piece out contributions from individual modeling decisions made.
- Conclusion/Discussion: This would list the main takeaways from your work, discuss some future ideas (if any) and engage in discussion.
- Limitations: This section lays out some known limitations of your work.
- [final report only] Team Member Contributions List out each individual's contributions in this section.