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maxmcdevitt1/README.md

Max McDevitt

Typing introduction

About

Data science student. Aspiring nerd. Baseball fan.

Featured Projects

⚾ Diamond Rating System

A baseball analytics system for evaluating MLB players and eventually producing team-level ratings and future performance predictions.

Focus

  • Pitcher evaluation
  • Player rating methodology
  • Visual analytics
  • Predictive modeling

Python Pandas NumPy scikit-learn

🤖 PLC Robot Cell Simulator

A simulated industrial robot cell combining PLC logic, networking, monitoring, and security.

Built with

  • CLICK PLC state machine
  • Modbus TCP
  • Raspberry Pi monitoring
  • Flask HMI
  • Suricata IDS

PLC Python Linux Modbus TCP

📈 MLB Season Predictor

Machine-learning project testing whether first-half MLB performance can predict final-season winning percentage.

Pipeline

  • Data collection
  • Feature engineering
  • Regression modeling
  • Benchmark comparison
  • Model evaluation

Python pybaseball Pandas scikit-learn

🧭 Areas of Focus

  • Data pipelines
  • Feature engineering
  • Predictive modeling
  • Visualization
  • Automation
  • Linux-based tooling

Tools & Technologies

Technology icons

Python • Java • C • SQL • Bash
Pandas • NumPy • scikit-learn • Matplotlib • Jupyter
Linux • Git • Raspberry Pi • PLCs • Modbus TCP

Pinned Loading

  1. diamond-ratings diamond-ratings Public

    A Python baseball project for rating MLB players and teams and using those ratings to predict games. Starting with pitchers, then adding batters and team ratings.

    Jupyter Notebook 1

  2. PLC PLC Public

    My PLC scripts in python

    HTML

  3. JavaPLC JavaPLC Public

    Java

  4. MLB-Team-Analysis MLB-Team-Analysis Public

    Python