AI/ML
NBA Elo Game Outcome Prediction – Sports Analytics Platform
Independent Sports Analytics
June 2024
Machine learning prediction system that estimates NBA game outcomes using ELO ratings and advanced team performance metrics.
The Challenge
Build a data-driven predictive model to estimate NBA game outcomes using historical performance data and advanced team rating systems for analysts and sports enthusiasts.
Our Solution
Developed a logistic regression classifier using ELO, CARM-ELO, and Raptor ratings with historical data from 2015-2020 seasons. Created a reusable prediction function for forecasting future matchups.
Technologies
PythonPandasNumPyScikit-learnLogistic RegressionMatplotlib
Results & Impact
- Accurate win predictions
- Interpretable ML model
- Scalable prediction logic
- Analytical insights