Cars — Hyperparameter Tuning Report

2026-06-29 05:12

LightGBM · Colombia

Optimization History

Best value vs trial

Optimization timeline

Empirical distribution

Hyperparameter Importance

Importance table

Hyperparameter Importance
parameter importance
learning_rate 0.7435
max_depth 0.1772
n_estimators 0.0417
num_leaves 0.0171
subsample 8.71e-03
colsample_bytree 5.18e-03
reg_alpha 3.35e-03
min_child_samples 2.05e-03
reg_lambda 1.31e-03

Importance plot

Hyperparameter Importance

Importance table

Hyperparameter Importance
parameter importance
learning_rate 0.7435
max_depth 0.1772
n_estimators 0.0417
num_leaves 0.0171
subsample 8.71e-03
colsample_bytree 5.18e-03
reg_alpha 3.35e-03
min_child_samples 2.05e-03
reg_lambda 1.31e-03

Importance plot

Exploration Space

Parallel coordinates

Slice (all parameters)

Rank (top 2 params)

Slice (top parameters)