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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

    Topography gstats inversion using MCMC, a solution for working with radar measurements, ice velocity uncertainty & mass conservation

    Jupyter Notebook

  2. mcmc-gpu mcmc-gpu Public

    Forked from NiyaShao/geostatisticalMCMC

    introduces CuPy-based GPU acceleration to SmallScaleChain's core components, Mass Conservation Residual, Normal Score Transformation, and Sequential Gaussian Simulation, maintaining strict numerica…

    Jupyter Notebook

  3. KatEye-MPU6050-Dataset-Builder KatEye-MPU6050-Dataset-Builder Public

    end-to-end hardware and web solution that utilizes an ESP32, Firebase, and a web dashboard to record, store, and visualize labeled 6-axis IMU data for building driving attitude classification datas…

    JavaScript

  4. kevnster/KatEye kevnster/KatEye Public

    Final project for CIS4930 - Fullstack IoT

    C 1

  5. Auto-Insurance-Predictive-Model Auto-Insurance-Predictive-Model Public

    Predictive model that estimates the severity of insurance claims using open-dataset

    Jupyter Notebook

  6. two-tower-recommender two-tower-recommender Public

    matching system for mentor-mentee

    Jupyter Notebook