In case I want to initialize the weights between the input layer and hidden layer of a neural network with GA? What population should I choose?

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Tahmina Zebin

Do you have any application Area in mind?

If by population, you meant data set, there are many publicly available data sets that you can start with:

http://archive.ics.uci.edu/ml/index.php

Nabil Neggaz

The initialization between input layer and hidden layer is generated by weights and biais, so the chromosom represente the concatenation of weights and biais. Thé fitness function is the mean square error

I hope the response is useful