Titan: a scheduler for foundation model fine-tuning workloads.
Wei GaoPeng SunYonggang WenTianwei ZhangPublished in: SoCC (2022)
Keyphrases
- fine tuning
- theoretical framework
- high level
- database systems
- formal model
- mathematical model
- parameter estimation
- theoretical analysis
- em algorithm
- prediction model
- theoretical foundation
- neural network model
- conceptual model
- statistical model
- databases
- management system
- probability distribution
- cost function
- prior knowledge
- artificial neural networks
- objective function
- bayesian networks
- web services
- website