CapabilitiesNo proficiency bars — just what I've applied directly through the work above.
Building and maintaining the pipelines and systems that move and make sense of data.
- Data pipeline development
- Data accessibility & integration
- Analytics dashboards
- Data visualization
- Machine learning workflows
- Java
Designing, training, and evaluating models — and communicating what they find.
- Convolutional neural networks (CNNs)
- Image classification & computer vision
- Model training & evaluation
- NDVI / remote sensing analysis
- Experimental design
- Quantitative analysis
- Technical writing & presentation
Turning a system on paper into a working, testable prototype.
- Robotics design & fabrication
- CAD
- Raspberry Pi / embedded systems
- NFC integration
- Sensor integration
- Rapid prototyping
- Biological & environmental engineering systems
Getting an idea in front of real users, then acting on what they say.
- Product experimentation
- User research & feedback loops
- Go-to-market testing
- Fundraising
- Partnership development
- Pitching & competition presentation
- Startup execution
Building the teams and programs that make the work possible — and keeping them running.
- Team leadership
- Coaching & mentorship
- Curriculum development
- Public speaking & emceeing
- Event & operations management
- Consulting
- Community outreach
This list grows with every new project — not a fixed checklist.
