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leeanddrew/README.md

πŸ‘‹ Hi, I'm Andrew Lee

I'm a Data Science Master's student at Harvard SEAS, passionate about building real-world ML applications with clean engineering and measurable impact.

  • πŸ”­ Currently building: an MLOps-enabled crane detection app using YOLOv5 + SAHI
  • πŸ’» Learning: cloud MLOps (AWS, Docker, CI/CD), Modern NLP with Transformers
  • πŸ“ˆ Interests: ML modeling, NLP, applied stats, deployment pipelines
  • πŸ“« Reach me: LinkedIn | Portfolio
  • 🧠 Fun fact: I play the guitar 🎸

🧰 Tools & Tech

Python SQL R PyTorch AWS Docker Tableau


πŸ“Œ Featured Projects

  • πŸ•ŠοΈ Sandhill Crane Detector
    Object detection pipeline using YOLOv5 + SAHI to identify and count Sandhill Cranes in aerial thermal imagery.
    Deployed with Streamlit and Docker, integrating MLOps best practices.

  • 🌍 World Happiness Visualizations
    Interactive dashboards and regression analysis on global well-being metrics (2015–2022) using Tableau, Plotly, and Python.
    Includes a case study on South Korea’s suicide rate.

  • πŸ”₯ Spatiotemporal Analysis of Wildfire Response
    Trained on Google Trends data and spatiotemporal features from 12 U.S. DMA regions.

  • πŸš€ Hypersonic STLE Prediction
    Supervised and deep learning models to predict shock-induced transition locations in hypersonic vehicles.
    Used sparse pressure sensor data and engineered time-series features to improve RΒ² from 0.79 to 0.89.


Thanks for visiting πŸ™Œ

Popular repositories Loading

  1. world-happiness-visualization world-happiness-visualization Public

    Interactive dashboards and visualizations exploring global happiness trends (2015–2022) using Tableau, Plotly, and Python. Includes regression analysis and a South Korea case study.

    Jupyter Notebook

  2. ml-for-hypersonic ml-for-hypersonic Public

    This repository contains works from Summer 2023 HyperStats Project worked at William and Mary under the supervision by Dr. Greg Hunt.

    Jupyter Notebook

  3. leeanddrew.github.io leeanddrew.github.io Public

    Personal portfolio website built with HTML/CSS & GitHub Pages to showcase my projects, resume, and technical blog.

    HTML

  4. ai-counting-cranes ai-counting-cranes Public

    This repository contains research work from IIC's (Institute for Integrative Conservation) 2024 Conservation Research Project.

    Python

  5. leeanddrew leeanddrew Public

  6. google_wildfire google_wildfire Public

    Forked from YumingSun/google_wildfire

    The repository contains the codes to generate the results in the manuscript, entitiled "Spatiotemporal Analysis of Human Response to Wildfire Events and PM2.5 Exposure"

    R