Among all quality parameters, Maintainability is more important to achieve success.
This paper focus on maintainability of software using object oriented metrics.
Hybrid approach of neural network is used to design a model for prediction.
Two feature selection techniques are used to select best set of metrics.
We achieved better prediction rate for maintainability as compared to others.