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03 — Research & Writing

Interests I keep returning to.

Where I spend time reading papers and running experiments, beyond client work — plus notes, activity, and feedback from people I've worked with.

SHEET NO. MJ‑2026‑04
GRID REF 04/05
GeoAIMachine LearningSpatial StatisticsEnvironmental Monitoring Remote SensingClimate AnalysisWater Resource ManagementUrban Analytics Land Use ChangeSatellite Imagery AnalysisPredictive AnalyticsData Mining Deep LearningBusiness IntelligenceWeb ServicesCloud Computing
Publications — coming soon This section will list peer-reviewed papers, preprints, and technical reports as they are published. Currently learning and advancing in Machine Learning and Artificial Intelligence.
Activity

GitHub, in real time.

Pulled live from the GitHub API.

GitHub stats
Top languages
GitHub contribution graph
Writing

Blog — coming soon.

Notes on full-stack development, GIS, GeoAI, BI systems, and shipping spatial software that survives contact with real users.

GeoAI

Training land-cover models on limited labels

Draft — a walkthrough of semi-supervised approaches for satellite imagery classification.

BI Systems

Designing a BI dashboard operators actually use

Draft — why most dashboards get ignored, and what to do differently.

Architecture

Django + PostGIS for spatial web apps

Draft — patterns for spatial indexing, ORM gotchas, and deployment on a VPS.

Testimonials

Feedback

"Delivered a working GIS platform faster than we expected, and it's held up under real operational load."

— Utility Operations Lead

"Rare to find someone equally comfortable in a PostGIS schema, a Django view, and a React component tree."

— Engineering Manager

"Turned a vague dashboard request into a BI tool our planners open every morning."

— City Planner