This is a Machine Learining Model for auto_mpg_dirty Data and trying to find the best model prediction between 5 prediction models which is linear Regression , Random Forest , Tuned Random Forest , Bagging , and tuned Bagging , and all of this after making Column Transformer .

Predicting car milage per gallon using linear regression.

An exercise on Linear and Polynomial Regression.

A simple machine learning project to predict car fuel efficiency (MPG) using Python. The project explores data preprocessing, feature selection, and model building with a focus on learning core ML concepts.

Estimating real-world fuel consumption of vehicles using the multiple machine learning methods