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davidvanzessen committed Oct 9, 2023
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This repository is the official implementation of Julian van Toledo's MSc Project.

## Howto

- 1: TODO preprocessingscript.R/Preprocessing_icgc.R description
- 2: Run hyperparam_opt.py

## Requirements
Python 3.7.12 <br>
R version 4.2.0 <br>
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## Scripts
nnetsurvivaltransfer.ipynb - Jupyter Notebook containing the transfer learning model and various experiments that were performed <br>
preprocessingscript.R - Preprocessing of the TCGA data <br>
~~preprocessingscript.R - Preprocessing of the TCGA data~~ broken
Preprocessing_icgc.R - Preprocessing of the ICGC data <br>

TensorBoardNotebook.ipynb - Notebook containing a simple script to start TensorBoard which allows users to view training logs of their model <br>
nnet_survival.py - Script of nnet_survival containing loss function, proportional hazards layer, and function to make survival matrices
cox_nnet_v2.py - Script containing the Cox-nnet model which is used for comparison to our model

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