Model Assertions for Monitoring and Improving ML Models.
Daniel KangDeepti RaghavanPeter BailisMatei ZahariaPublished in: MLSys (2020)
Keyphrases
- hybrid model
- probabilistic model
- experimental data
- statistical models
- model construction
- parametric models
- accurate models
- autoregressive
- computational model
- modeling framework
- multiple models
- analytical model
- classification models
- predictive model
- conceptual model
- process model
- prior knowledge
- hierarchical model
- structural model
- goodness of fit
- domain models
- learning models
- linear models
- linear model
- real time
- prediction model
- simulation model
- computational models
- maximum likelihood
- management system
- high level