Raiders of the Lost Architecture: Kernels for Bayesian Optimization in Conditional Parameter Spaces

Kevin Swersky, David Duvenaud, Jasper Snoek +2

In practical Bayesian optimization, we must often search over structures with differing numbers of parameters. For instance, we may wish to search over neural network architectures…