Cerebro: Efficient and Reproducible Model Selection on Deep Learning Systems.
Supun NakandalaYuhao ZhangArun KumarPublished in: DEEM@SIGMOD (2019)
Keyphrases
- model selection
- learning systems
- cross validation
- machine learning
- hyperparameters
- bayesian learning
- learning process
- computer supported
- parameter estimation
- model selection criteria
- sample size
- meta learning
- regression model
- statistical learning
- learning styles
- statistical machine learning
- machine learning systems
- gaussian process
- mixture model
- technology enhanced learning systems
- automatic model selection
- feature selection
- bayesian information criterion
- adaptive systems
- generalization bounds
- real world
- marginal likelihood
- probabilistic model
- statistical inference
- variable selection
- error estimation
- information criterion
- collective learning
- parameter determination
- motion segmentation