World Series Predictions April 1, 2021micahmelling@gmail.com Who will win the World Series? That is the classic question asked before the start of every MLB season. As with many baseball [...]
Tutorial: Machine Learning on Cy Young Voting July 14, 2020micahmelling@gmail.com This post serves as a tutorial for building machine learning models in Python. The entire codebase for this tutorial can be found on [...]
Are MLB Stars More Ephemeral? March 13, 2020micahmelling@gmail.com I have long hypothesized that current MLB stars are more ephemeral compared to past decades. That is, they more quickly come and go, [...]
Analyzing the MLB’s Home Run Boom November 22, 2019micahmelling@gmail.com In recent years, Major League Baseball has experienced a boom in home runs. Anyone who remotely follows the game likely know this fact. [...]
Understanding Common Sabermetric Statistics June 1, 2019micahmelling@gmail.com WAR, wRC, SPD…all are common sabermetric stats. What do they all mean? How much insight do such stats provide over and above standard [...]
OPS Projections with Machine Learning February 13, 2018February 21, 2021micahmelling@gmail.com As spring training approaches, the excitement for a new season becomes fresh. Fans and commentators alike discuss teams’ prospects, and multiple organizations release [...]
When Will a Pitcher Surrender a Run? January 1, 2018February 21, 2021micahmelling@gmail.com Here’s the scenario: Eighth inning in a tight game, a lefty walks to the plate against a right-handed pitcher. Any baseball fan knows [...]
Using Machine Learning to Predict Baseball Hall of Famers September 27, 2017February 21, 2021micahmelling@gmail.com Being inducted into Major League Baseball’s Hall of Fame (HoF) is the highest honor a baseball player can receive. The achievement is rare; [...]
Testing Hypotheses using Data Viz July 25, 2017February 21, 2021micahmelling@gmail.com As documented previously on this blog, I am a pretty big Royals fan. The month of July was, then, pretty exciting for me [...]
Predicting the Next Pitch: A Markov Chain Approach July 4, 2017January 20, 2018micahmelling@gmail.com I’ve written in the past about using machine learning to predict a pitcher’s next pitch, which is a particularly difficult problem. This blog [...]