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Necessity of dimensionality reduction for predictive modelling

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@SubhayuNath wrote:

Do we need to reduce the dimension of a dataset i.e. drop the variable which doesn't contribute significantly to explain the dependant variable only for predictive analytics or for any machine learning techniques for the matter of the fact.

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