Spearmint

Spearmint Bayesian optimization codebase (by HIPS)

Spearmint Alternatives

Similar projects and alternatives to Spearmint

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better Spearmint alternative or higher similarity.

Spearmint reviews and mentions

Posts with mentions or reviews of Spearmint. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-08-03.
  • Why do tree-based models still outperform deep learning on tabular data?
    5 projects | news.ycombinator.com | 3 Aug 2022
    It occurs to me that a system, trained on peer-reviewed applied-machine-learning literature and Kaggle winners, that generates candidates for structured feature-engineering specifications, based on plaintext descriptions of columns' real-world meaning, should be considered a requisite part of the "meta" here.

    Ah, and then you could iterate within the resulting feature-engineering-suggestion space as a hyper-parameter between experiments, which could be optimized with e.g. https://github.com/HIPS/Spearmint . The papers write themselves!

  • [D] What kind of Hyperparameter Optimisation do you use?
    3 projects | /r/MachineLearning | 30 Aug 2021
    This was some time ago but I had some promising results with Bayesian optimization using a Gaussian Process prior. The method was developed by the guys who wrote Spearmint. That library doesn't support parallelization but I implemented the same technique in Scala without too much difficulty.

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Basic Spearmint repo stats
2
1,529
0.0
over 4 years ago
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