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Linear Distillation Learning

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Repository contains experiments considering Linear Distillation Learning, concepts of appliying idea of knowledge distillation in linear setup.

Structure

Repository is organized as follows

  • data folder serving as default location for datasets
  • experiments conducted experiments in a free way
  • ldl library with stable scripts and functions
  • notebooks in-between jupyter notebooks
  • results folder for results dumping in .csv format
  • scripts some stable scripts connected with ldl library
  • tests minimal tests for scripts

ldl folder contains mini lib required to reproduce stable experiments. To install run

  • python setup.py install

Tests

For running tests:

  • python -m unittest tests/test_bidir_mnist.py
  • python -m unittest tests/test_omd_mnist.py

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Contemplation on ideas of Linear Distillation

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