Appendix E — chapter3.pipeline.02_hyperparameter-optimization

chapter3.pipeline.02_hyperparameter-optimization

Hyperparameters Grid Search script.

Performs an hyperparameter Grid Search on the specified model. The selected hyperparameters for the search can be found in tuning_configuration.py.

Example:

$ python 02_hyperparameter-optimization.py 
    --data_dir <PATH_OF_DATA> 
    --model <MLP,CNN,LSTM,CNN-LSTM>
    --phase <initial,extra-layers>
    --batch_size <BATCH_SIZE>
    --epochs <EPOCHS>
    --executions <EXECUTIONS>