Towards Accountability for Machine Learning Datasets: Practices from Software Engineering and Infrastructure.
Ben HutchinsonAndrew SmartAlex HannaEmily DentonChristina GreerOddur KjartanssonParker BarnesMargaret MitchellPublished in: FAccT (2021)
Keyphrases
- software engineering
- machine learning
- pattern recognition
- software engineering practices
- artificial intelligence
- decision trees
- machine learning methods
- object oriented
- programming language
- software systems
- data mining
- development methodologies
- software industry
- reverse engineering
- case study
- knowledge discovery
- knowledge acquisition
- data sets
- software maintenance
- design patterns
- knowledge management
- software development
- development process
- information extraction
- machine learning approaches
- explanation based learning
- formal methods
- software engineers
- requirements engineering
- learning systems
- tool support
- learning algorithm