Luis Angel Villanueva

StarCraft II: Skill Estimation

PythonNumPyMatplotlibJupyter NotebookPyStan
StarCraft II: Skill Estimation

Utilized StarCraft II match data to predict player win probabilities.

Implemented models based on Poisson distribution and explored alternative approaches which included Beta and Bernoulli distributions.

Conducted extensive evaluation using training and validation data to measure performance, achieving low mean squared errors for offline and online match predictions.