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When browsing the web I've came across a of times people creating new variation of features and adding them to the model. Let's say I have a set of engineered/raw features i've selected for my training, I can add now an additional set of log(features) and double them, or create combination of {*,/, cos, sin}$\{*,/, \cos, \sin\}$ between every possible combination.

Before testing this I would like to know if there is a proper answer to that? I failed to find this online and would really like to know if simply by enhancing my features set like this can help my training?

Thanks

When browsing the web I've came across a of times people creating new variation of features and adding them to the model. Let's say I have a set of engineered/raw features i've selected for my training, I can add now an additional set of log(features) and double them, or create combination of {*,/, cos, sin} between every possible combination.

Before testing this I would like to know if there is a proper answer to that? I failed to find this online and would really like to know if simply by enhancing my features set like this can help my training?

Thanks

When browsing the web I've came across a of times people creating new variation of features and adding them to the model. Let's say I have a set of engineered/raw features i've selected for my training, I can add now an additional set of log(features) and double them, or create combination of $\{*,/, \cos, \sin\}$ between every possible combination.

Before testing this I would like to know if there is a proper answer to that? I failed to find this online and would really like to know if simply by enhancing my features set like this can help my training?

Thanks

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Is Creating Feature Variation Helps The Model?

When browsing the web I've came across a of times people creating new variation of features and adding them to the model. Let's say I have a set of engineered/raw features i've selected for my training, I can add now an additional set of log(features) and double them, or create combination of {*,/, cos, sin} between every possible combination.

Before testing this I would like to know if there is a proper answer to that? I failed to find this online and would really like to know if simply by enhancing my features set like this can help my training?

Thanks