From Rules to Learning - The Evolution of Benthic Habitat Classification
Underwater seafloor habitat classification is a problem with immediate practical consequences. The challenge isn’t availability of data — modern multibeam ec...
Hi - I'm Tilmann and I wrangle data in all forms and document my latest projects here - useful for you and a memory refresher for me.
Expect new posts whenever I spot poorly covered topics or need more examples, often with a spatial twist (spatial is special, after all!)
Recent Posts
Generative AI: Web Search vs. Local LLM Results
A side-by-side comparison of generative AI content produced using local LLMs versus web search-augmented workflows.
Building Enterprise CI/CD with GitHub Actions — From Tests to Production
A practical guide to building production-ready CI/CD pipelines with GitHub Actions. Learn how to automate testing, building, security scanning, documentation...
Making Scientific Raster Data Accessible — A Cloud-Native Approach
Building a production-ready platform for sharing large scientific raster datasets. From NetCDF files to interactive map tiles and timeseries APIs, with autom...
Detecting Rooftop Solar from high-resolution aerial imagery — scalable Roboflow inferencing + spatial clustering - Auckland case study
Using high-resolution aerial imagery to detect rooftop solar PV installations across Auckland, New Zealand. Combining Roboflow/YOLO detection with AWS Batch ...