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How to verify that the data is Random in Data Science

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@heyjag wrote:

When predicting results from a data set using any of the ML techniques, how do I finalize that there is no pattern and the underlying data is random in nature?
In other words, if a data set containing random numbers is given, how to find out that there is no prediction possible and the underlying data is random in nature?

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