Hyperopt: Distributed asynchronous algorithm configuration / hyperparameter optimization (home page, not this wiki home).

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Documentation:

• Installation Notes - mostly just for MongoDB so far
• FMin - basic tutorial on how to use hyperopt to minimize a function
• Parallelizing with MongoDB - parallel search for long-running trial evaluations
• Interfacing with Other Languages - for optimizing objectives implemented in C, Matlab, etc.
• Related projects - examples of hyperopt usage, related and alternative projects
• Citing hyperopt - how to cite in publications