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the1quadfather/README.md

the1quadfather

I build analytical tools across many domains, including:

Open source intelligence & policy analysis — NLP pipelines for unstructured government documents, cross-referencing defense budgets, policy documents, and program records to surface insights that aren't visible in any single source.

Dynamics & systems engineering — predictive modeling, simulation, and remaining useful life estimation for mechanical and aerospace systems. From turbofan degradation to SLAM-based robotics.

Business intelligence — translating messy operational data into structured, queryable systems with clear analytical outputs. Building the pipelines that turn documents and databases into decisions.


Featured Project

A full end-to-end pipeline that cross-references 28 years of DoD unclassified R-1 RDT&E budget documents with National Defense Strategies, National Security Strategies, and NDAA legislation — answering the question: did funding actually follow stated strategic priorities?

  • Parses 28 fiscal years of PDF budget justification books into a structured SQLite database
  • 4-stage NLP matching pipeline: PE number lookup → acronym index → fuzzy matching → semantic similarity
  • Cross-references 12,000 policy document chunks against 2,100 program elements using SentenceTransformers
  • Deployed as a Streamlit app via Docker on Railway

Stack: Python · SQLite · SentenceTransformers · RapidFuzz · Streamlit · Docker


Other Work

Project Description Stack
FireScout-SLAM SLAM-based firefighting scout robot simulation Python · ROS · Jupyter
Drone-Landing-Vision Precision drone landing using YOLOv8 Nano on the TEKNOFEST dataset Python · YOLOv8 · OpenCV
NFL Play Predictor Next-play prediction from game state variables Python · sklearn · Jupyter
NASA Turbofan RUL Remaining useful life prediction using LSTM on the NASA CMAPSS dataset Python · PyTorch · Jupyter

Skills

Python PyTorch NLP Computer Vision Predictive Modeling Docker SQLite Streamlit PDF Parsing Data Engineering Tensorflow Data Analysis Data Engineering LLM RAG Neural Networks

Pinned Loading

  1. FireScout-SLAM FireScout-SLAM Public

    Firefighting scout SLAM-based robot simulation.

    Jupyter Notebook 1

  2. Drone-Landing-Vision Drone-Landing-Vision Public

    Computer vision-based drone precision landing program. Based on YOLOv8 Nano and the TEKNOFEST dataset.

    Jupyter Notebook 1

  3. nfl_play_predictor nfl_play_predictor Public

    NFL next-play predictor based on a variable set.

    Jupyter Notebook 1

  4. NASA-Turbofan-Predictive-Modeling NASA-Turbofan-Predictive-Modeling Public

    Remaining useful life prediction for predictive maintenance using an LSTM architecture. Based on the NASA CMAPSS dataset.

    Jupyter Notebook 1

  5. usg-budget-analyzer usg-budget-analyzer Public

    US defense budget analyzer from 1998 to present.

    Python 1