Experience

August 2024 - Present
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Research Assistant

UCF Center for Research in Computer Vision

At the UCF CRCV Lab, I worked with advanced computer vision models to improve 3D pose estimation tasks and apply them to quantify human movement control for patients.

  • Tailored Meta AI's Sapiens Pose and Depth Estimation models to estimate 3D pose keypoints in hand-object interactions, facilitating precise identification of contact points.
  • Trained U-Net architecture for semantic segmentation on Pascal VOC, achieving 63.2 mIoU accuracy.
August 2023 - July 2024
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Software Engineering Intern

Dynamic Animation Systems

My first software engineering internship was at DAS, where I worked with a range of technologies, from Hugging Face and Langchain for Natural Language Processing and LLM training, to JetBrains MPS, the Truffle Language Implementation Framework, and ANTLR for designing and building domain-specific languages.

  • Fine-tuned the Mistral-7B Large Language Model (LLM) to understand and generate dynamic simulation scenario files.
  • Enhanced a Domain-Specific Language (DSL) in JetBrains MPS to streamline behavior models between a web server and a behavior engine.
  • Developed a Truffle-based interpreter running on GraalVM, achieving a 500% performance boost by integrating JMH benchmarking.