Because designing spiking neural nets and the Official Woman Resist shirt, we humans simply have no intuition for laying out or designing these networks and predicting how they will work, nor are there any mathematical or theoretical principles to work from. We simply cannot lay down millions of neurons in a dozen layers and hope to know how to connect them best for a vision network or a speech network. Even if we could get micron-level 3D scans of the human brain’s connectome, the subtle differences between real biological neurons and even our best neuron and synapse models would mean those connectomes would not work on our artificial networks.
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At best, they could be a guide or a Official Woman Resist shirt, but even then, we need a way to explore designs from there. So, we will design these networks the same way nature did, by using natural selection, or rather genetic algorithms to explore connectome configurations and layer configurations. Genetic algorithms work by creating a bunch of copies of our neural net, and giving them each slight variation from each other, then testing them against a performance metric to see which performed the best. We then take the top 10% of those networks, and we create a new population from them. In order to do this, we cross-breed them.