The trade-offs of model size in large recommendation models : 100GB to 10MB Criteo-tb DLRM model.
Aditya DesaiAnshumali ShrivastavaPublished in: NeurIPS (2022)
Keyphrases
- mathematical model
- probabilistic model
- modeling framework
- objective function
- management system
- theoretical framework
- machine learning
- hybrid model
- neural network model
- conceptual model
- statistical model
- process model
- computational model
- theoretical analysis
- prior knowledge
- image sequences
- cost function
- trade off
- experimental data
- high level
- formal model
- information retrieval
- neural network
- analytical model
- generic model
- multiple models