FILA: Online Auditing of Machine Learning Model Accuracy under Finite Labelling Budget
Naiqing Guan, Nick Koudas · Proceedings of the 2022 International Conference on Management of Data · 2022
Machine learning (ML) is increasingly adopted in industrial applications. Typically, a ML pipeline is instantiated to automate the process of collecting training data, training a model, auditing the model accuracy and generating predictions.