Skip to content

IncrementalSearchCV runs an adaptive algorithm by default #388

@stsievert

Description

@stsievert

There are two dimensions in which model selection searches can vary:

Does the search...

  1. use partial_fit or fit?
  2. use previous evaluations to choose which models to evaluate?

(adapted from #370 (comment), which is a response to #370 (comment))

I think (1) should be named "incremental" and (2) should be named "adaptive".

Currently, IncrementalSearchCV implements

  • a complex adaptive algorithm
  • stopping on plateau
  • an incremental search that's used with _incremental.fit.

I'd like to clean the naming of IncrementalSearchCV.

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions