Ali Ridha

As an Independent Machine Learning Developer, I’ve taken projects from raw data analysis through preprocessing, feature engineering, model training, evaluation, and prediction. I built an ELO-based football prediction system that combines team strength ratings with recent performance information. My projects include used-car price and customer churn prediction, along with Premier League match prediction using historical performance features. I compare algorithms using metrics suited to each task, and I’m currently expanding my foundation toward Deep Learning and PyTorch.