CloudForest

Ensembles of decision trees in go/golang. (by ryanbressler)

CloudForest Alternatives

Similar projects and alternatives to CloudForest

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

CloudForest reviews and mentions

Posts with mentions or reviews of CloudForest. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-09-12.
  • Trinary Decision Trees for missing value handling
    2 projects | news.ycombinator.com | 12 Sep 2023
    I implemented something like this in a [pre xgboost boosting framework](https://github.com/ryanbressler/CloudForest) ~10 years ago and it worked well.

    It isn't even that much of a speed hit using the classical sorting CART implementation. However xgboost and ligthgbm use histogram based approximate sorting which might be harder to adapt in a performant way. And certainly the code will be a lot messier.

  • Future of Golang
    1 project | /r/golang | 22 Sep 2022
    Personally, my Go-to ML tool for tabular data is here: https://github.com/ryanbressler/CloudForest
  • [D] Best methods for imbalanced multi-class classification with high dimensional, sparse predictors
    2 projects | /r/MachineLearning | 19 Jul 2021
    The best method i've seen for dealing with this bias is to create "artificial contrasts" by including possibly many permutated copies of each feature and then doing a statistical test of the random forest importance values for each feature vs its shuffled contrasts. This method is described here: https://www.jmlr.org/papers/volume10/tuv09a/tuv09a.pdf and there is an implementation here: https://github.com/ryanbressler/CloudForest
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    workos.com | 25 Apr 2024
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Stats

Basic CloudForest repo stats
4
735
0.0
about 2 years ago

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