Before revision:  Full Encoder can be used to determine the degrees of freedom in a  non-linear system , and is useful for data compression or anomaly detection.
After revision:  Full Encoder can be used to determine the degrees of freedom in a non-linear system and can be useful for data compression or anomaly detection.