Machine Learning / Sports Analytics
NHL Outcome Predictor
Predicts NHL game outcomes using custom ML and deep learning architectures. Features full data preprocessing pipelines, label encoding, feature scaling, model evaluation, and a custom neural network built for game prediction.
Tech stack
Python, Neural Networks, Scikit-learn
PythonMachine LearningNeural NetworksSports Analytics
What I learned
- - Feature quality often matters more than model complexity.
- - Solid preprocessing and evaluation pipelines prevent misleading results.
- - Domain context improves model framing and decision usefulness.