Actually, "learns" here means to fit reverse linear transformation a.k.a. inverse matrix. He defines reverse FT matrix and using gradient descent numerically converges to inverse matrix. Nothing more than inefficient way to solve system of linear equations.
Better description would be:
Returns 1 if the computer is on. If the computer isn't on, the value returned by this function is not computable.