I build reproducible pipelines for place-based science, bridging the gap between quantitative GIS and qualitative human experience.
- [PlaceAgents](https://jwilliams.science/research): Simulating platial pedestrian flows.
- [PlaceCrafter](https://jwilliams.science/projects/placecrafter): Interactive POI clustering for functional regions.
- [PARM-X](https://jwilliams.science/projects/parm-x): Projection Augmented Relief Models.
- Cyber Security (CMU540): Ethical hacking & risk.
- Web Design (CMU422): Modern frontend development.
- Advanced Web (CMU529): Full-stack applications.
Explore lectures at jwilliams.science/lectures.



