Machine learning algorithm chosen according to the nature of target attribute

User: "tonyboy9"
Altair Community Member
Updated by Jocelyn
How does RapidMiner Studio decide which algorithm is most suitable for
the target attribute? Are there operators which do this?

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    User: "sara20"
    Banned
    Accepted Answer
    @tonyboy9

    Hello

    From my understanding if you use Auto Model, It will choose best algorithms for your data and make the process.

    I hope this helps
    Sara
    User: "SGolbert"
    New Altair Community Member
    Accepted Answer
    Hi Tony,

    That's a very interesting question. I believe that in the future, Auto Model or similar technologies will automate most of the modelling part of a data science pipeline. But we are not there yet.

    Auto Model tries multiple models with recommended parameters using a heuristic, and it only uses a portion of the data in order to train all those models in a reasonable time. Once you find a promising model with Auto Model, you should still optimize the process using all the data. There are several aspect that can still be optimized:
    * Model selection
    * Variable selection
    * Hyper-parameter optimization

    As such I think of Auto Model as a prototyping tool, still far away from a production model.

    Best,
    Sebastian