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Machine Learning Solutions

Predictive models, classification and regression systems using state-of-the-art ensemble methods for real business impact.

Overview

I build end-to-end machine learning solutions — from raw data to deployed model. Whether you need to predict customer churn, detect fraud, forecast demand, or score leads, I apply the right algorithms with rigorous feature engineering and cross-validation. I favour interpretable, battle-tested methods (XGBoost, LightGBM, ensemble stacking) that deliver measurable ROI.

Tech Stack

XGBoostLightGBMCatBoostscikit-learnPythonPandasSHAP

Use Cases

  • ✓Customer churn and lifetime value prediction
  • ✓Financial risk and bankruptcy prediction
  • ✓Demand forecasting and inventory optimisation
  • ✓Lead scoring and conversion prediction
  • ✓Anomaly and fraud detection

Ready to build with Machine Learning Solutions?

Tell me about your project and I'll get back to you within 24 hours.

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