Amazon SageMaker Clarify: Machine Learning Bias Detection and Explainability in the Cloud.
Michaela HardtXiaoguang ChenXiaoyi ChengMichele DoniniJason GelmanSatish GollaproluJohn HePedro LarroyXinyu LiuNick McCarthyAshish RathiScott ReesAnkit A. SivaErhYuan TsaiKeerthan VasistPinar YilmazMuhammad Bilal ZafarSanjiv DasKevin HaasTyler HillKrishnaram KenthapadiPublished in: KDD (2021)
Keyphrases
- automatic detection
- machine learning
- decision trees
- natural language processing
- text classification
- cloud computing
- data analysis
- data mining
- artificial intelligence
- learning systems
- learning tasks
- false alarms
- map reduce
- active learning
- knowledge discovery
- machine learning algorithms
- learning algorithm
- detection accuracy