Model Assertions for Monitoring and Improving ML Models.
Daniel KangDeepti RaghavanPeter BailisMatei ZahariaPublished in: CoRR (2020)
Keyphrases
- probabilistic model
- neural network model
- statistical models
- statistical model
- autoregressive
- generic model
- modeling framework
- experimental data
- hybrid model
- random fields
- computational model
- analytical model
- conceptual model
- modeling method
- parametric models
- hierarchical model
- bayesian framework
- linear regression
- formal model
- high level
- stochastic model
- theoretical models
- domain models
- learning algorithm
- hidden variables
- metamodel
- prediction model
- computational models
- mathematical model
- process model
- em algorithm
- markov chain
- maximum likelihood
- prior knowledge
- objective function