olu-wafemi / car-price-prediction-app Goto Github PK

https://car-price-predict-flask.herokuapp.com/

A simple flask web app that predict the prices Of fairly used cars in Nigeria using machine learning.

• https://carmart.ng/
• https://deals.jumia.com.ng/cars
• https://buy.cars45.com/cars

Sklearn's Gradient boosting regressor with a:

Max depth:6

Max Features:5

Learning rate:0.025

n_estimators:1200

The model gave a mean_absolute_error of ≈850 Thousand Naira

Data collection: There were different features used to describe the cars in the different sites I got the data from, only about 6 were common among them, the mileage, the car's year of production, the location of the seller of the car, the car's make and the car's model