Machine Learning

Machine learning lets robots improve behavior from data — perception models, policies, and predictors trained offline and refined in the field.

Robots collect sensor streams, train models in simulation or on large fleets, then run inference onboard for vision, speech, planning, and control.

It is the engine behind modern autonomy: fewer hand-tuned rules, faster iteration, and skills that transfer across tasks and embodiments.