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title MATH 80600A - Machine Learning II<br>Deep Learning and Applications
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Course Project

The goal of the course project is to apply deep learning techniques learned in class (it is fine if you use the techniques not introduced in class) to solve real-world problems or develop new deep learning techniques. You are expected to work in teams and learn to collaborate with your teammates. Each group should make a poster in the final class and participate in the poster session to present your results and communicate with other teams. A report should also be submitted at the end of the course.

Full instructions can be downloaded here. GCP tutorial can be found here.

Guidelines

  • The project proposal is a summary of your proposed research topic and study plan. It should include the background of the problem (context and motivation), problem definition, and a plan on how you want to study it. The project proposal should be at most 2 pages.

  • The suggested poster size will be updated later. Some examples of posters in conferences are available here.

  • The final report should give a comprehensive description of your projects. It should contain a section about the motivation and definition of your selected topics, a section summarizing the related work, a section on the techniques you used for solving the problem, an empirical section presenting your data sets and results with detailed analysis, and a conclusion section. The report should be at most 8 pages (not including references) using the NeurIPS format. The final report should be submitted in pdf format.

Presentation

Schedule

  • Proposal due: Feb. 28th
  • Poster due:
    • J1: Apr. 8th
    • J2: Apr. 16th
  • Final report due: Apr. 25th
    • Note: 3 points will be deducted for late submission.

Groups for Course Projects

The groups for course projects can be found at the Google sheet for J1 and J2.