BigML gives you many ways to make predictions against actionable models and ensembles. Should you wish to make many predictions for an unscored dataset you can leverage BigML's batch prediction option, which can output predictions in a .csv file along with their associated confidences. This video outlines you how easy this is to do by first building a predictive model, and then running a batch prediction--all within the BigML interface.