The genetic Algorithm works on theory of Evolution for optimization of constraints, in which every chromosome represents a hyperparameter.
https://www.google.com/url?rct=j&sa=t&url=https://analyticsindiamag.com/how-to-use-genetic-algorithm-for-hyperparameter-tuning-of-ml-models/&ct=ga&cd=CAIyGmUxOTc3ODMwMTUxMGEzOTU6Y29tOmVuOlVT&usg=AOvVaw2MjhH7SFORxAZSwXUAML87
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