SSK AI HubTech Content
Long-form work that stays useful after the news cycle moves on — career guides, technical tutorials, research notes, and field notes from applied machine learning.
Career guideRoles, salaries, in-demand skills, and the gap between what universities teach and what employers actually hire for — with data from BLS, Indeed, Levels.fyi, and more.
Model noteA working note on using activation maps to inspect attention U-Net decisions on SAR imagery, especially where false positives carry operational cost.
Research noteGeospatial data is never just another image benchmark. Location, scale, sensor timing, and terrain change how a model should be trained, evaluated, and explained.
Field noteInfrastructure thinking trained me to care about context, constraints, and physical systems. GeoAI adds machine perception to that same way of reading the world.
Technical guideA professional walkthrough for collecting public web data, parsing page structure, extracting useful fields, and exporting results into a clean dataset.
