Aim: To estimate selling price of cars based on features of cars
Dataset Info It contains information about used cars listed on www.cardekho.com
- name
- year
- selling_price
- km_driven
- fuel
- seller_type
- transmission
- owner
Model
- Random Forest
Hyperparamter Tuning
- Number of trees in random forest
- Number of features to consider at every split
- Maximum number of levels in tree
- Minimum number of samples required to split a node
- Minimum number of samples required at each leaf node
Best Parameter
- n_estimators: 700
- min_samples_split: 15
- min_samples_leaf: 1
- max_features: auto
- max_depth: 20
Metrics
- R-Squared Score: 0.9735114915286157
- Variance Score: 0.9735135158445363