apurvayadav / auto-mpg-prediction

A ML Web App which predicts Miles Per Gallon(MPG) efficiency of a vehicle when provided 7 inputs like Weight, Displacement etc.

auto-mpg-prediction

Web App Link: https://prediction-mpg-app.herokuapp.com/

A normal Machine Learning web app that predicts the vehicle miles per gallon efficiency (MPG) given 7 input features. A Random Forest Regression model is used to predict the MPG value.

• Cylinders
• Displacement
• Horsepower
• Weight
• Acceleration
• Model Year
• Origin

The detailed explaination of the model can be found in the auto-mpg.ipynb and predicting_fuel_efficiency.ipynb.

Tools:

• Python
• Sklearn
• Pandas
• Matplotlib
• Bootstrap
• Heroku
• Other tools can be found in the requirements.txt

References:

• End to End Machine Learning Project