The actual problems is choosing how frequently she really wants to use her Instrument so she doesn’t go off keep track of. In this particular analogy, the individual may be the algorithm. The steepness of your hill would be the slope from the mistake surface at that time. The direction she goes may be the gradient of the error area at that point.