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Welcome to Simon Lee's Github Repository

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My Affiliations and Work

  • Current (2023-): Ph.D. Student at UCLA
    • Advisor: Jeffrey Chiang
    • Working on Developing methods in Representation Learning for Healthcare Data
    • Current Projects:
      • Project X: Medical Code FM | code | paper
      • Project 2: Irregularly Sampled Foundation Model | code | paper |
  • Former (2023): Data Scientist at Celsius Therapeutics
    • Manager: Mukund Varma (Senior Machine Learning Scientist)
    • Working on Bulk Deconvolution & Quanitfying cell types from histology images using computer vision
  • Former (2022): Visiting Student at École Polytechnique Fédérale de Lausanne
  • Former (2022): Computational Researcher for QCBio, UCLA
    • Mentors: Dr. Jeffrey Chiang & Dr. Akos Rudas
    • Worked on ABP Imputer Model that predicts future blood pressure

Simon Lee's Projects

abp_imputation-with-ehr icon abp_imputation-with-ehr

[BIG Summer 2022] ABP Imputation with EHR medication data is the second version of the ABP Imputer model.

anime-recommendations icon anime-recommendations

A mini project done on recommendation systems. We utilized the BERT transformer model and cosine similarity to make our recommendations.

antibiotics-fm-benchmark icon antibiotics-fm-benchmark

[NeurIPs High School 2024] A benchmarking study on medical foundation models for antibiotic susceptibility prediction.

bulk-deconvolution icon bulk-deconvolution

Cellular Deconvolution Benchmarking Package. Includes plotting features, easy to load training and deconvolution functions, and a lot of documentation

deep-learning icon deep-learning

A repository dedicated to deep learning. Working with PyTorch on a Mac, so no GPU access

epfl icon epfl

A repository of different projects/assignments done at EPFL

feet icon feet

[ML4H] FEET: A Framework for Evaluating Embedding Techniques

find_my_bread icon find_my_bread

[Game 2021] My first indie platformer game. The concept is a french man looking for his bread.

meme icon meme

[arXiv 2024] Multiple Embedding Model for EHR (MEME) used for strong prediction on Emergency Department tasks

starwars icon starwars

A simulation of the "Star Wars" cellular automata rule (345/2/4)

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