1. A fault detection system for detecting faults in a turbine engine, the fault detection system comprising: a neural network system, the neural network system adapted to receive sensor data from the turbine engine and generate a plurality of approximate null space scores that represent discrimination features in the sensor data; and a discriminant based classifier, the discriminant based classifier adapted to receive the approximate null space scores and classify the approximate null space scores to determine a likelihood of fault in the turbine engine.