# MOFA: Modular Factorial Design for Hyperparameter Optimization

Our code are based on the code from: https://github.com/xiangzhang1015/OATM

### CNN and RNN

- The code for CNN is in CNN.py and the code for RNN is in RNN.py

### Hyperparameter Optimization

- We provide running files to run different optimization methods with our CNN and RNN integrated.
- In order to run Bayesian Optimization for CNN and RNN, simply run CNN_BO.py and RNN_BO.py
- In order to run Grid search, simply run CNN_GS.py and RNN_GS.py
- In order to run MOFA, simply run CNN_MOFA.py and RNN_MOFA.py
