Understanding Machine Learning Practitioners' Data Documentation Perceptions, Needs, Challenges, and Desiderata.
Amy HegerElizabeth B. MarquisMihaela VorvoreanuHanna M. WallachJennifer Wortman VaughanPublished in: CoRR (2022)
Keyphrases
- data collection
- knowledge discovery
- machine learning
- data sets
- data quality
- data analysis
- input data
- training data
- databases
- raw data
- lessons learned
- data mining techniques
- image data
- real world
- spatial data
- database
- data processing
- text mining
- probability distribution
- data sources
- data structure
- high quality
- data mining
- natural language processing
- data points
- xml documents
- model selection
- background knowledge
- experimental data
- learning algorithm
- original data