Table 2 Hyperparameters of the model
Name | Description |
|---|---|
Linear | None |
Polynomial | degree=2 |
KNN | n_neighbors=2 |
RF | random_state_42, n_estimators=1000 |
GBDT | loss=ls, n_estimators=1000, max_depth=3, subsample=1.0, random_state=42 |
MLP | 2 layers, num_nerons=256, activation=relu, loss=mse, optimizer=adam |
CNN | num_filters=256, size_filter=3X3, activation=relu, inputshape=X_test.columns, loss=mse, optimizer=RMSprop(0.01) |