/DataShapley

Data Shapley: Equitable Valuation of Data for Machine Learning

Primary LanguagePythonMIT LicenseMIT

Data Shapley: Equitable Valuation of Data for Machine Learning

Code for implementation of "Data Shapley: Equitable Valuation of Data for Machine Learning".

Prerequisites

  • Python, NumPy, Tensorflow, Scikit-learn, Matplotlib

Basic Usage

To divide value fairly between individual train data points/sources given the learning algorithm and a meausre of performance for the trained model (test accuracy, etc)