I have used xgboost for the prediction of house prices. The dataset has been downloaded from the following link: https://www.kaggle.com/datasets/yasserh/housing-prices-dataset?resource=download
I have shown the variations between house price and bedroom numbers and restroom numbers in the following:
We can see a very good fitting between our real price and the predicted price:
DISCLAIMER: I don't warrant this code in any way whatsoever. This code is provided "as-is" to be used at your own risk.