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Conceptual & empirical comparisons between decision forests & deep networks

When are Deep Networks really better than Decision Forests at small sample sizes, and how?

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DF/DN: conceptual & empirical comparisons between Decision Forests & Deep Networks.

This is preliminary work. More details will be available.

  • Documentation: https://dfdn.neurodata.io/
  • Abstract: https://dfdn.neurodata.io/#abstract
  • Replication Guide: https://dfdn.neurodata.io/#replicate
  • Benchmark Figures: https://dfdn.neurodata.io/#benchmarks