About me
I'm Mohamed Benkaddour, an independent researcher working in Earth observation, with a focus on regional NDVI forecasting from MODIS and Landsat archives. I built and released an open per-region forecasting framework with a full temporal-leakage audit, designed to make dryland vegetation forecasts auditable end-to-end. My broader interests are reproducible remote-sensing pipelines, drought early-warning signals, and honest evaluation of geospatial machine learning. A methods preprint is in preparation for EarthArXiv.
I work outside a traditional institutional setting. My approach is to take projects that interest me and push them toward publication-quality standards: leakage audits, reproducible code, peer-reviewable methodology. All code is released openly and I welcome critique from the EO community. "Bundle Research" isn't a registered organization — it's a name for a body of work.
Interests
Currently working on
- Desertflow Global Bundle — per-region NDVI forecasting framework (active research).
- Bundle Framework — open-source PySide6 GUI for running per-region ML experiments at scale.
- Leakage-audit methodology — documenting the protocol that catches common failure modes in NDVI forecasting studies.
Get in touch
Email: (click to copy)
Code on GitHub.
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