harrig12 / mutrate-mlp

Feed-forward neural net to predict cancer mutation rate from histone modifications

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mutrate-mlp

Feed-forward neural net to predict cancer mutation rate from histone modifications

reproducibility

  • run all cells in data_prep.ipynb

    • this will download and prepare data from the Epigenetic Roadmap Project, and The Cancer Genome Atlas
    • should complete in under 2 min with good network connection
  • in train.ipynb, modify cancer and feature_subset as desired

  • run all cells in train.ipynb

    • this will train the selected model, and prepare plots of test performance, feature interpretation
    • completion time depends on your compute

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Feed-forward neural net to predict cancer mutation rate from histone modifications


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