Amazon SageMaker Automatic Model Tuning: Scalable Gradient-Free Optimization.
Valerio PerroneHuibin ShenAida ZolicIaroslav ShcherbatyiAmr AhmedTanya BansalMichele DoniniFela WinkelmolenRodolphe JenattonJean Baptiste FaddoulBarbara PogorzelskaMiroslav MiladinovicKrishnaram KenthapadiMatthias W. SeegerCédric ArchambeauPublished in: KDD (2021)
Keyphrases
- probabilistic model
- high level
- neural network model
- social networks
- response surface
- optimization model
- global optimization
- experimental data
- statistical model
- theoretical framework
- similarity measure
- process model
- mathematical model
- optimization algorithm
- optimization problems
- multi objective
- formal model
- optimization process
- gradient method
- data sets