AINS graduate specialization
Robotics AI specialization
Robotics AI blends geometric and learned representations for embodied systems: sensing and mapping, motion planning under dynamics, and coordination with humans or fleets.
Labs assume simulator-first workflows with optional hardware tie-ins; institutions map prerequisites from robotics or mechanical engineering programs.
Complements core deep learning and ML courses with embodied systems emphasis.
What institutions get
- Reason about sensing uncertainty, safety envelopes, and sim-to-real gaps.
- Integrate classical planning with learned policies where appropriate.
- Evaluate multi-robot and HRI scenarios with clear evaluation protocols.
Courses in this cluster
| Code | Course | Overview | LMS | Buy |
|---|---|---|---|---|
AINS6400 | Robot Perception & Spatial AI | Details | Open LMS | Buy license |
AINS6401 | Motion Planning, Control & Learning for Autonomous Systems | Details | Open LMS | Buy license |
AINS6402 | Multi-Robot Systems & Human-Robot Interaction | Details | Open LMS | Buy license |