Provide Static Variables for DSLAB Component In AutoML

Description:

We require the development of a feature to handle static features in the input data during the inferencing process using Python. Static features are those that remain constant across multiple data points or instances, and can impact the model's ability to generalize and make accurate predictions.

Requirements:

  1. Identify and analyze static features in the input dataset during the inferencing process, such as features with zero variance or those that are constant across all instances.

    1. This can be done automatically inisde the autoML code

    2. User can slect the columns from a multiselct drop down.

  2. Develop a preprocessing step to remove static features

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