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TML—Experiments in topological machine learning

This repository contains some of my experiments in topological machine learning. At present, the following things are here:

  • Persistence diagrams for all of Shakespeare's plays
  • Kernel matrices and distances matrices for...
    • persistence indicator functions
    • Wasserstein matchings
  • Basic classifier code

You need Python and scikit-learn to run the experiments in this repository. In order to reproduce the results of this blog post, it should be sufficient to call


from the main directory of this repository.

I hope to populate this repository with more results and more applications in order to show the benefits of topological methods in machine learning.

Feel free to contact me for discussions & requests!