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: CoRR (2021)
Keyphrases
- machine learning
- detection method
- cloud computing
- detection accuracy
- detection algorithm
- false alarms
- automatic detection
- decision trees
- data sets
- inductive bias
- false positives
- knowledge discovery
- information retrieval
- data mining
- database
- object detection
- open source
- trade off
- computer science
- pattern recognition
- machine learning methods
- learning tasks
- neural network
- detection scheme
- map reduce