RelatedWork

Links to software related to Hyperopt, and Bayesian Optimization in general.

Software using Hyperopt

• hyperopt-sklearn - using hyperopt to optimize across sklearn estimators (Work In Progress).
• hyperopt-convnet - optimize convolutional architectures for image classification (Work In Progress)
  • used in Bergstra, Yamins, and Cox in (ICML 2013).
• hyperopt-dbn - optimize Deep Belief Networks (Coming Soon)
  • used in Bergstra, Bardenet, Bengio, and Kegl (NIPS 2011)
  • used in Bergstra and Bengio (JMLR 2012)

Software for Bayesian Optimization

• SMAC - Sequential Model-based Algorithm Configuration (based on regression trees).
• Spearmint - Gaussian-process SMBO in Python.

Should other software be listed here? File a github isue to add it.