Prostate cancer predictor throught multiparametric magnetic resonance imaging (MRI).
- Export_dataset.ipynb: Read files and manage their information in dataframes. Save and export the dataframe using the pickle library.
- Manage_dataset.ipynb: Load the pickle file with dataset information, then manage and clean the dataset (manage MRI's slices). Save and export the dataframe using the pickle library.
- Training_notebook_all_MRIs.ipynb: Load the pickle file with clean dataset and train a 3D convolutional neural network (CNN) for each MRI type.
- Test_models.ipynb: Test the trainen model.
The dataset was obtained from PROSTATEx challenge