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miles-howell/README.md

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I'm a machine learning developer and founder with a background in mathematics, physics, and systems engineering. I'm passionate about building intelligent systems that solve real-world problems.


🧠 Core Expertise: Machine Learning & AI

My main focus is on building and deploying end-to-end machine learning solutions.

🐍 Python & ML Ecosystem

       
       

  • Deep Learning & Computer Vision: Building and fine-tuning models for tasks like image classification, object detection, and saliency mapping.
  • Multi-Modal Systems: Integrating vision and language models (NLP) to generate comprehensive insights from complex data.
  • Data Science: End-to-end experience with data preprocessing, feature engineering, model training, validation, and visualization.
  • MLOps: Experience in creating pipelines for deploying, monitoring, and maintaining models in production environments.

🛠️ Foundational & Supporting Skills

My ML work is supported by a strong foundation in full-stack development and systems engineering.

🌐 Web Development

       

  • Building robust backends with Django and RESTful APIs to serve ML models.
  • Creating intuitive front-ends for users to interact with AI-powered tools.

🛡️ Cybersecurity & Systems

       

  • Ensuring the security and integrity of data pipelines and deployed applications.
  • Experience with low-level programming and memory-constrained environments, valuable for model optimization.

🧬 Academic & Competitive Highlights

  • 🏆 Hack4Good (Springfield, MO)

    • 🥇 1st Place – 2017
    • 🥈 2nd Place – 2018
    • Built time-sensitive community software solutions under real-world pressure.
  • 🤖 FIRST LEGO League

    • Missouri State Qualifier – 2013 & 2014
    • Focused on robotics and systems thinking at an early age.
  • 🎓 Republic High School Programming Club President

    • Helped launch Missouri's first high school cybersecurity curriculum.
    • Built engineering tools to support 3D-printed prosthetics and device testing.
  • 🎓 ML/AI SIG Director @ University of Missouri - Columbia

    • Taught applied machine learning to undergrads.
    • Collaborated on assistive AI with the campus robotics team.

Miles' GitHub stats

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  1. Bridge-Crossing-RL-Sim Bridge-Crossing-RL-Sim Public

    A Django web app for visualizing an RL model learning to build a bridge and make it home.

    JavaScript 1

  2. employee-database employee-database Public

    📂 Public demo — not licensed for commercial use. Contact miles@plannedpixel.com

    CSS 1

  3. fruit_classifier fruit_classifier Public

    An educational example of binary classification using a basic neural network built without ML libraries.

    Python 1

  4. Sprite-Mapper Sprite-Mapper Public

    A simple, lightweight webpage for easily mapping sprite tiles from a sprite sheet. Simply upload your sprite sheet, input the tile dimensions/margins, and easily find coordinates without manually c…

    HTML 1

  5. Dashboard-Viewer Dashboard-Viewer Public

    Cross-platform GUI built with Python, CustomTkinter, and Pillow. Provides a lightweight, modular launcher for department-specific PowerPoint dashboards with upload support, splash screen handling, …

    Python 1