Green AI in Action: Strategic Model Selection for Ensembles in Production.
Nienke NijkampJune SallouNiels van der HeijdenLuis CruzPublished in: CoRR (2024)
Keyphrases
- model selection
- cross validation
- machine learning
- learning machines
- bayesian learning
- regression model
- hyperparameters
- statistical learning
- parameter estimation
- sample size
- model selection criteria
- feature selection
- variable selection
- motion segmentation
- mixture model
- ensemble methods
- meta learning
- statistical inference
- leave one out cross validation
- information criterion
- generalization error
- gaussian process
- error estimation
- ensemble learning
- selection criterion
- marginal likelihood
- graphical models
- upper bound
- bayesian information criterion