Systems and methods are disclosed for physical assistance by: during a training phase, capturing muscle signals associated with a predetermined task and training a learning machine to associate the muscle signals with the task； during use, identifying a desired task to the learning machine to retrieve the muscle signals associated with the task； and applying functional electrical stimulation (FES) to actuate the muscle signals for the desired task.
