Indian Hindi Cinema, popularly known as Bollywood has witnessed exponential growth in terms of volume of business, manpower employed, number of movies produced each year and also the global reach. Hence, it could be of great commercial importance to develop a model which could predict the success of a movie before it's release. However, it is not easy to forecast demand for a movie. There are a number of factors like Actors, Directors, Time of Release, Genre, Production house etc. which affect the outcome of a movie.