Apply a preprocessing to the famous cars dataset and then test the performance of different regression model. In the notebook linear regresso, lasso, random forest and xgboost are tested. What algorithm will perfom better?
Test were performed using Python 3.10.6, the libraries used and their versions are specified within the requirements.txt file.