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tylerrleee/README.md

Hello! I'm Tyler Le

I am currently studying Data Science at the University of Florida. I am eager to learn more about data pipelines and software practices. I hope you find my work intriguing!

I enjoy running, content, cooking and staying out of Gainesville

Date PR Description Status
11/2025 PR Optimized MCMC algorithm workflow for subglacial topology simulations, reducing computation reduncdancy & runtime by ~50%. Merged
02/2026 PR, Tests Integrated a Torch subclass for large MCMC calculations (e.g. mass conserve, gradient, etc) on CUDA & MPS devices, increasing throughput by over 218% compared to CPU. Useful for HiperGator nodes that uses B200 GPUs Merged

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  1. MonteCarloMarkovChain MonteCarloMarkovChain Public

    MCMC geostatistical inversion and Sequential Gaussian Simulation framework to reconstruct physically constrained subglacial bed topography for West Antarctic ice streams.

    Jupyter Notebook

  2. alede1107/CaptionAid alede1107/CaptionAid Public

    Python 3 1

  3. mcmc-gpu mcmc-gpu Public

    Forked from NiyaShao/geostatisticalMCMC

    GPU-accelerated MCMC and Sequential Gaussian Simulation framework built with CuPy and custom CUDA kernels for high-throughput geostatistical subglacial bed topography inversion.

    Jupyter Notebook

  4. kevnster/KatEye kevnster/KatEye Public

    Final project for CIS4930 - Fullstack IoT

    C 1

  5. impression impression Public

    Semantic search over audio archives; transcribes spoken-word audio with Whisper, embeds chunks into pgvector, and streams timestamped audio clips via FastAPI.

    Python

  6. KatEye-MPU6050-Dataset-Builder KatEye-MPU6050-Dataset-Builder Public

    Labeled IMU data collection tool and web dashboard designed for recording 6-axis accelerometer/gyroscope vehicle motion to build driving behavior CNN models.

    JavaScript