Data Lifecycle Challenges in Production Machine Learning: A Survey.
Neoklis PolyzotisSudip RoySteven Euijong WhangMartin ZinkevichPublished in: SIGMOD Rec. (2018)
Keyphrases
- machine learning
- data sets
- high quality
- data analysis
- data collection
- original data
- application domains
- computer systems
- data processing
- database
- image data
- knowledge discovery
- synthetic data
- end users
- data sources
- data quality
- experimental data
- small number
- statistical analysis
- data structure
- training data
- learning algorithm
- high dimensional data
- machine learning algorithms
- probability distribution
- data distribution
- database systems
- data objects
- complex data