Best Model Configuration
Best Model Parameters:
n_estimators: 50
learning_rate: 0.2
max_depth: 2
min_samples_split: 5
subsample: 0.7
Best Metrics:
RMSE: 4,258.15
MAE: 2,440.24
R² Score: 0.8832
N Estimators: 100
50
100
150
200
250
300
Learning Rate: 0.050
0.001
0.010
0.050
0.100
0.150
0.200
Max Depth: 3
2
3
4
5
6
7
Min Samples Split: 2
2
5
10
Subsample: 0.8
0.7
0.8
0.9
1.0
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