Matchmaker: Data Drift Mitigation in Machine Learning for Large-Scale Systems.
Ankur MallickKevin HsiehBehnaz ArzaniGauri JoshiPublished in: MLSys (2022)
Keyphrases
- machine learning
- data sets
- data collection
- data points
- data analysis
- raw data
- data sources
- sensor data
- knowledge discovery
- missing data
- input data
- data quality
- original data
- data distribution
- experimental data
- complex systems
- learning systems
- computer systems
- real world
- end users
- data structure
- artificial intelligence
- data mining
- data processing
- synthetic data
- information extraction
- management system
- probability distribution
- high dimensional
- learning tasks
- computer vision
- massive scale