Initial data for step ones below are stored in an RDS file in Data folder.
To run DNN
- navigate to 1D Structure folder
- run 1. Data Generation
- navigate to Deep Neural Network Folder
- to replicate hyperparameter tuning, run 2. Hyperparameter Tuning
- to fit best model, run 3. Model Training
To run ResNet
- navigate to 1D Structure folder
- run 1. Data Generation
- navigate to Residual Network Folder
- run 2. Hyperparameter Tuning (this needs to be run for 3)
- to fit best model, run 3. Model Training
To run 1D CNN
- navigate to 1D Structure folder
- run 1. Data Generation
To run RNN
- navigate to Recurrent Neural Network folder
- run 1. Data Preprocessing
- to replicate hyperparameter tuning, run 2. Hyperparameter Tuning
- to fit best model, run 3. Model Training