Work
Case studies show how each system was tested and where it falls short. Every figure comes with the data it was measured on, or a Private work label.
4 items, tagged Data
Case studies
Private work
ComplianceGuard, anti-money-laundering monitoring for Kenya
A pre-pilot platform that turns M-Pesa-style payments into holds, cases and drafted reports under Kenyan anti-money-laundering law.
- Fintech
- ML
- Security
- Data
35money-laundering typologies encodedtested on synthetic M-Pesa-style data onlyEvidence: Private work
Public code
GEO-AI cropland mapping from satellite data
Crop versus non-crop from Sentinel-1 and Sentinel-2 data in two regions, with an honest look at where the evaluation flattered the model.
- ML
- Data
- Evaluation
- Agritech
0.745held-out accuracy, RandomForest200 points; majority-class baseline 0.703; random splitEvidence for held-out accuracy, RandomForest: Notebook with every run and its output (index.ipynb) (opens in new tab)
Other projects
Demand Forecasting System
A demand forecasting system with published documentation of its data pipeline and models.
- ML
- Data
2026Repository (opens in new tab)Live app (opens in new tab)
Bank Customer Segmentation
K-Means segmentation of bank customers on demographic and transaction data to target personalised offers.
- ML
- Data
- Fintech