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data 100% mnist Mar 22, 2019
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README.md README Mar 21, 2019
intrinsic_dimensions.py hmmm Mar 21, 2019
intrinsic_dimensions_measurement.py more Mar 21, 2019
layer_equality.py update plot() Mar 22, 2019
risk_curve.py a few updates on risk curve Mar 21, 2019
risk_curve_evaluate_model.py a few updates on risk curve Mar 21, 2019
utils.py README Mar 21, 2019

README.md

generalization-experiment

There are three experiments involved:

  1. Modern risk curve for DL: risk_curve.py and risk_curve_evaluate_model.py
  2. Measure intrinsic dimensions: intrinsic_dimensions.py and intrinsic_dimensions_measurement.py
  3. Measure re-initialization and re-randomization robustness of layers: layer_equality.py

See blog post "Are Deep Neural Networks Dramatically Overfitted?" for more details.

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