Model Selection for Production System via Automated Online Experiments.
Zhenwen DaiPraveen ChandarGhazal FazelniaBenjamin A. CarteretteMounia LalmasPublished in: NeurIPS (2020)
Keyphrases
- model selection
- production system
- cross validation
- multistage
- sample size
- bayesian learning
- parameter estimation
- hyperparameters
- multiprocessor architecture
- machine learning
- model selection criteria
- certainty factor
- statistical learning
- statistical inference
- variable selection
- mixture model
- selection criterion
- production process
- parameter determination
- information criterion
- feature selection
- error estimation
- bayesian methods
- generalization error
- regression model
- gaussian process
- marginal likelihood
- leave one out cross validation
- lot streaming
- decision trees