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Posted to issues@ignite.apache.org by "Alexey Zinoviev (Jira)" <ji...@apache.org> on 2019/10/31 13:03:00 UTC
[jira] [Updated] (IGNITE-9282) [ML] Add Naive Bayes classifier
[ https://issues.apache.org/jira/browse/IGNITE-9282?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Alexey Zinoviev updated IGNITE-9282:
------------------------------------
Labels: new-feature newbie newbie++ (was: new-feature)
> [ML] Add Naive Bayes classifier
> -------------------------------
>
> Key: IGNITE-9282
> URL: https://issues.apache.org/jira/browse/IGNITE-9282
> Project: Ignite
> Issue Type: Sub-task
> Components: ml
> Reporter: Alexey Zinoviev
> Assignee: Ravil Galeyev
> Priority: Major
> Labels: new-feature, newbie, newbie++
> Fix For: 2.8
>
>
> Naive Bayes classifiers are a family of simple probabilistic classifiers based on applying Bayes' theorem with strong (naive) independence assumptions between the features.
> So we want to add this algorithm to Apache Ignite ML module.
> Ideally, implementation should support both multinomial naive Bayes and Bernoulli naive Bayes.
> Requirements for successful PR:
> # PartitionedDataset usage
> # Trainer-Model paradigm support
> # Tests for Model and for Trainer (and other stuff)
> # Example of usage with small, but famous dataset like IRIS, Titanic or House Prices
> # Javadocs/codestyle according guidelines
>
>
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