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Update or deprecate AutoML 1.x APIs #6532

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@luisquintanilla

Description

@luisquintanilla

Problem

Currently both ML.NET 1.x and ML.NET 2.x AutoML APIs are available to users. Although users can still run old samples, the differences in the implementations cause confusion.

Proposal(s):

  1. Update 1.x APIs to use the latest FLAML AutoML implementation
  2. Deprecate 1.x APIs in favor of those introduced in 2.x

Personally I'd be in favor of 1 since it would not break old samples while at the same time providing an even higher layer of abstraction on top of the Experiment API. However, in the event the breaking changes are significant, I'd be in favor of 2.

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AutoML.NETAutomating various steps of the machine learning process

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