Since this is to find the best predictive price for an automobile, with the best of my knowledge I have felt linear regression is the best fit. So I have done a Linear Regression Model.The Coefficient Determination (R Squared) is .91. Thus this predictive model is 91% predictive. So please test and let me know your feedback/input. Thank you.