Datasheets for Datasets help ML Engineers Notice and Understand Ethical Issues in Training Data.
Karen L. BoydPublished in: Proc. ACM Hum. Comput. Interact. (2021)
Keyphrases
- ethical issues
- training data
- training dataset
- data sets
- test data
- maximum likelihood
- learning algorithm
- training set
- prior knowledge
- supervised learning
- computational intelligence
- practical issues
- south african
- benchmark datasets
- decision trees
- training process
- training and testing data
- sampled data
- graduate students
- computer scientists
- training examples
- training samples
- classification accuracy