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Posted to issues@spark.apache.org by "Joseph K. Bradley (JIRA)" <ji...@apache.org> on 2014/12/10 20:55:12 UTC

[jira] [Updated] (SPARK-3702) Standardize MLlib classes for learners, models

     [ https://issues.apache.org/jira/browse/SPARK-3702?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Joseph K. Bradley updated SPARK-3702:
-------------------------------------
    Description: 
Summary: Create a class hierarchy for learning algorithms and the models those algorithms produce.

This is a super-task of several sub-tasks (but JIRA does not allow subtasks of subtasks).  See the "depends on" links below for subtasks.

Goals:
* give intuitive structure to API, both for developers and for generated documentation
* support meta-algorithms (e.g., boosting)
* support generic functionality (e.g., evaluation)
* reduce code duplication across classes

[Design doc for class hierarchy | https://docs.google.com/document/d/1I-8PD0DSLEZzzXURYZwmqAFn_OMBc08hgDL1FZnVBmw/]

  was:
Summary: Create a class hierarchy for learning algorithms and the models those algorithms produce.

Goals:
* give intuitive structure to API, both for developers and for generated documentation
* support meta-algorithms (e.g., boosting)
* support generic functionality (e.g., evaluation)
* reduce code duplication across classes

[Design doc for class hierarchy | https://docs.google.com/document/d/1I-8PD0DSLEZzzXURYZwmqAFn_OMBc08hgDL1FZnVBmw/]


> Standardize MLlib classes for learners, models
> ----------------------------------------------
>
>                 Key: SPARK-3702
>                 URL: https://issues.apache.org/jira/browse/SPARK-3702
>             Project: Spark
>          Issue Type: Sub-task
>          Components: MLlib
>            Reporter: Joseph K. Bradley
>            Assignee: Joseph K. Bradley
>            Priority: Blocker
>
> Summary: Create a class hierarchy for learning algorithms and the models those algorithms produce.
> This is a super-task of several sub-tasks (but JIRA does not allow subtasks of subtasks).  See the "depends on" links below for subtasks.
> Goals:
> * give intuitive structure to API, both for developers and for generated documentation
> * support meta-algorithms (e.g., boosting)
> * support generic functionality (e.g., evaluation)
> * reduce code duplication across classes
> [Design doc for class hierarchy | https://docs.google.com/document/d/1I-8PD0DSLEZzzXURYZwmqAFn_OMBc08hgDL1FZnVBmw/]



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