When training deep learning models you have to set several parameters, however there is no specific way to follow, but you can randomly select some parameter to try and get result based on that results you can further modify the parameters.
You can also use Genetic Algorithm to train random deep learning models and among them select the best, then these best models parameters can be combined to create other new models.
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