Recommendation Engine / Click-Stream Data and Predictions for Advertising

Our application predicts the probability of clicking specific advertisement by user. We have take huge click stream data provided by kaggle to work. The dataset includes huge amount of user, ads and clicks data and  collected from clickstream. We need to prepare features set out of all the raw data and then train the system using them.