Skills to build
- Computer vision, evaluation metrics and false-positive analysis
- Edge devices, camera networks and system integration
- Secure APIs, access controls and data minimization
- Test design, operator workflows and technical documentation
Roles and responsibilities
- Translate approved site needs into system and alert designs.
- Evaluate analytics across realistic conditions and record limitations.
- Integrate alerts and train operators to review results.
How AI can help
Detect configured events and prioritize clips for an authorized operator to review.
Where people take responsibility
Operators verify alerts; engineers assess bias, privacy and failure modes before deployment.
Suggested preparation
Combine software/electronics foundations with a consented or synthetic video project that measures missed events and false alarms.