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Benika's Projects

pitch_clf icon pitch_clf

Predicting pitch type based on pitch ballistics using 2017 MLB Statcast data.

pybaseball icon pybaseball

Pull current and historical baseball statistics using Python (Statcast, Baseball Reference, FanGraphs)

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

sads icon sads

Sports Analytics and Data Science

sports-odds-algorithms icon sports-odds-algorithms

System that calculates and uses algorithms to predict the outcome of NBA, NHL, and MLB sports games.

statcast_regression icon statcast_regression

Statcast is Major League Baseball's video tracking system that logs data for each pitch and play in every MLB baseball game. A recent spike in leaguewide homerun totals have been ascribed to adjustments hitters have made based on Statcast data. Namely, players are increasing their batted ball launch angle which is leading to better outcomes (Specifically, more homeruns)

stockprediction icon stockprediction

Data and code of my Medium story on stock prediction with TensorFlow

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