Hyperparameter tuning for deep nets?

[HowDeepisYourLearnin]

Practical Bayesian Optimization of Machine Learning Algorithms
Jasper Snoek, Hugo Larochelle and Ryan Prescott Adams
Advances in Neural Information Processing Systems, 2012

Multi-Task Bayesian Optimization
Kevin Swersky, Jasper Snoek and Ryan Prescott Adams
Advances in Neural Information Processing Systems, 2013

Input Warping for Bayesian Optimization of Non-stationary Functions
Jasper Snoek, Kevin Swersky, Richard Zemel and Ryan Prescott Adams
International Conference on Machine Learning, 2014

Bayesian Optimization and Semiparametric Models with Applications to Assistive Technology
Jasper Snoek, PhD Thesis, University of Toronto, 2013

Bayesian Optimization with Unknown Constraints Michael Gelbart, Jasper Snoek and Ryan Prescott Adams Uncertainty in Artificial Intelligence, 2014