🌎WHERE ARE YOU FROM?
Experiences and environments we are exposed to is fundamental to who we become and how we behave (observational learning, Bandura's Bobo Doll experiment1). Below is a timeline of the professional environments I've been exposed to, and research conducted in these spaces.

Swipe to pan · tap the timeline to open it full size

Since moving to NYC at the beginning of 2024, I have also been involved with setting up the new lab:

Emory University School of Medicine: Lakdawala Lab

Research Scientist, Computer Vision | PI: Dr. Seema Lakdawala

January 2026 - Present

  • Pose estimation and identity tracking for dye-marked ferrets under dense occlusion in influenza-transmission studies (more here).
  • Decoupled identity from pose with SLEAP creator Dr. Talmo Pereira: Random Forest HSV classifier with Hungarian matching.
  • Confidence- and margin-gated assignment abstains rather than guessing, so occlusion swaps cannot propagate.
  • Architected the AWS GPU pipeline (EC2/S3, sleap-nn/PyTorch/CUDA): ~1.5 h per 2 h video, streaming at flat memory.
Multi-animal pose and identity tracking.

University of Washington: Human Factors and Statistical Modeling Lab (HFSM)

Advisor: Dr. Linda Ng Boyle | Professor, Chair, UW Industrial & Systems Engineering

June 2021 – August 2023

University of Wisconsin-Madison: Cognitive Systems Lab (CSL)

Advisor: Dr. John Lee | Professor, UW-Madison Industrial & Systems Engineering

May 2017 – August 2019

  • Conducted an ethnographic study recording driver short-stop behavior at urban intersections.
  • Labeled vehicle-pedestrian interaction with ANVIL video coding software.
  • Utilized NADs miniSim software for naturalistic driving environments.

1Bandura, A., Ross, D., & Ross, S. A. (1963). Imitation of film-mediated aggressive models. The Journal of Abnormal and Social Psychology, 66(1), 3–11. https://psycnet.apa.org/record/1963-00856-001