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Graphical Models Tutorial, Using GitHub Codespaces

Setup

  1. Fork this repository
  2. Click on the green 'code' button
  3. Navigate to 'Codespaces'
  4. Click the '+' button to create a codespace based on your forked repository
  5. Run all cells in notebooks/setup.ipynb

The last step will add the relevant packages and data to your codespace. The actual tutorial is in the file notebooks/experiment.ipynb, but do not start going through that until told.

Blurb

In this repository, we will investigate the following dataset:

We will investigate it with two graphical models:

  1. GLasso
    • Makes independence assumption on the samples
    • Uses regularization for more robust inference
  2. GmGM
    • Does not make an independence assumption; finds graphs for both genes and cells
    • Uses thresholding rather than regularization

ellis-summerschool's People

Contributors

baileyandrew avatar

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