The trade-offs of model size in large recommendation models : A 10000 × compressed criteo-tb DLRM model (100 GB parameters to mere 10MB).
Aditya DesaiAnshumali ShrivastavaPublished in: CoRR (2022)
Keyphrases
- probabilistic model
- statistical model
- formal model
- statistical models
- trade off
- computational model
- metamodel
- hybrid model
- sensitivity analysis
- parameter estimation
- cost function
- analytical model
- learning models
- objective function
- multiple models
- parametric models
- modeling framework
- data sets
- parameter values
- simulation model
- bayesian framework
- mathematical model
- probability distribution
- prior knowledge
- high level