Car's Price Prediction
This represents the car's price predictor based on LightGBM + tunning Optuna. The final goal is to use it to predict my father's car price.
This repository contains of:
1) Program, which performs parsing cars ("parser.py")
2) Data preprocessing ("preprocessing_data.ipynb")
3) Modeling ("modeling_drom_data.ipynb")
4) Parsed data ("kia_data.csv")
5) Preprocessed data ("preprocessed_data_drom.csv")
Data structure
- name
- year
- price (target)
- place
- liters
- engine
- transmission
- drivetrain
- mileage
- new
- hp
- body_type
Tools
lightgbm, optuna, pandas, numpy, matplotlib, seaborn, sklearn