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Pitcher Analysis

Comprehensive analysis data for Starters, Relievers, and Closers.

Recent Season Stats Distribution

ERA Distribution

Top 25%
3.46
Median
4.46
Bottom 25%
5.89

WHIP Distribution

Top 25%
1.19
Median
1.37
Bottom 25%
1.60

Wins Distribution

Top 25%
4
Median
2
Bottom 25%
0

Saves Distribution

Top 25%
1
Median
0
Bottom 25%
0

Pitcher Search and Performance Prediction

Prediction Methodology

This system predicts future performance of pitchers using the following methods:

  • Based on recent MLB pitcher data
  • Deep learning autoencoder to learn league-wide trends
  • Analysis of pitcher's historical season data to extract characteristics
  • Prediction model combining league trends and individual characteristics
  • Model trained to minimize Mean Squared Error (MSE)

Important Notes

  • 2020 was a shortened season due to COVID-19, including it may lead to over/under-estimation
  • Prediction accuracy may be lower for pitchers with inconsistent season-to-season performance
  • We continuously improve our prediction models with more data and algorithm refinements