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How to make sure my data is ready before choosing any algorithm for modelling and analysis?

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@akshay.kotha wrote:

Looking for an intuitive answer rather than an answer mentioning technical activity(doing some outlier treatment, missing value treatment,…) to be done. Also, at the outset if I know a certain algorithm can be tried, how to make sure the data is ready only to apply that particular algorithm? Then make some transformations and change the algorithm.

Is it too subjective?

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