Projects

End-to-end case studies

Real ML projects from problem definition to production. Each project is a complete case study covering the entire ML lifecycle with business context.

ProjectTelecommunications

Customer Churn Prediction

A complete end-to-end ML case study for a telecom company. From raw data to a deployed API — covering EDA, feature engineering, model selection, hyperparameter tuning and business impact analysis.

Pythonscikit-learnXGBoostFastAPI
1 November 2025Read case study
ProjectFinancial Services

Credit Scoring Model for Microfinance

Building a credit scoring model using alternative data sources for an East African microfinance institution. Includes fairness analysis and model explainability.

PythonLightGBMSHAPFlask
15 September 2025Read case study
ProjectRetail & Logistics

Supply Chain Demand Forecasting

Using time series models and ML to improve inventory forecasting accuracy for a fast-moving consumer goods distributor across 12 African markets.

PythonProphetLSTMOptuna
20 August 2025Read case study