TABLE 3.
Hyperparameters optimized for seven end-use quality traits using the multi-trait MLP model.
Hyperparameter | GPC and FPROT | FPROT and FSDS | FASH and MSCOR | FYELD and MSCOR | CODI and FSDS |
---|---|---|---|---|---|
Activation function | relu | relu | relu | relu | relu |
Epochs | 200 | 200 | 200 | 200 | 200 |
Dropout | 0.2 | 0.2 | 0.2 | 0.2 | 0.2 |
Learning rate | adaptive | adaptive | adaptive | adaptive | adaptive |
No. of hidden layers | 5 | 4 | 5 | 4 | 4 |
No. of neurons | (90, 90, 90, 90, 90) | (100, 60, 60, 60) | (50, 50, 50, 50) | (30, 15, 15, 10) | (100, 90, 90, 70) |
Regularization | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 |
Solver | Adam | Adam | Adam | Adam | Adam |