PitchGuard

PitchGuard is a pitcher fatigue and risk prediction tool for baseball teams. It uses recent workload and recovery to predict when a pitcher is at risk, helping coaches make better pitching decisions.

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PitchGuard

PitchGuard is an AI-powered pitcher fatigue analysis/measuring tool designed to help coaches and trainers monitor workload, rest, and cumulative stress to reduce injury risk.

Features

  • CSV upload of pitcher workload data
  • Fatigue scoring on a 1–100 scale
  • Risk categorization (Low / Moderate / High)
  • Explainable Ridge Regression model
  • Django-powered web interface

Tech Stack

  • Python
  • Django
  • scikit-learn
  • Pandas / NumPy
  • HTML / CSS / JavaScript

How It Works

  1. User uploads pitching data in CSV format
  2. Backend engineers workload and recovery features
  3. Ridge regression model predicts fatigue
  4. Results are displayed

Built for HackCWRU 2026 software track.

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