You can. This is called an ensambleensemble model. For example, a linear regression between the solutions of different predictive models is a way to take a weighted average of different models. Normally, the winners of all of the machine learning contests use ensemble models since they eek out a bit more accuracy. However, they are a lot more costly to train.