Horse Racing

Building and Deploying a Horse Racing Machine Learning Model May 8, 2026 | 15 min read

And using it to lose (less) money at the racetrack

Over the span of a few weeks, I built and deployed a model to predict the winners of horse races. Then I used it live at the track on a trip to Churchill Downs. Turns out it’s very difficult to turn a profit betting on horses.