Understanding Machine Learning Practitioners' Data Documentation Perceptions, Needs, Challenges, and Desiderata.
Amy HegerLiz B. MarquisMihaela VorvoreanuHanna M. WallachJennifer Wortman VaughanPublished in: Proc. ACM Hum. Comput. Interact. (2022)
Keyphrases
- data sets
- machine learning
- data analysis
- data processing
- data collection
- statistical methods
- knowledge discovery
- real world
- data points
- database
- computational intelligence
- raw data
- synthetic data
- prior knowledge
- data structure
- high dimensional data
- information systems
- missing data
- machine learning methods
- natural language processing
- data warehouse
- machine learning algorithms
- experimental data
- artificial intelligence
- data mining
- original data
- data quality
- legacy systems