This assignment is part of the CO557 Ethics, Privacy, AI in Society module of Imperial College London. The task is the analysis of the effect of regularisation on accuracy-fairness trade-off obtained by a binary classifier on a dataset with sensitive attributes.

• Code:

  • Adult Dataset.ipynb contains an analysis on the Adult Dataset.
  • Compas Dataset.ipynb contains an analysis on the Compas Dataset.
  • Adult non-binary.ipynb contains an analysis on the Adult Dataset in the case of a non-binary sensitive feature as an extrapolation of what was taught.
  • Model_Selection.ipynb contains the random train/splits and average results for model selection.

• Report