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Re:The quest to evolve neural networks through evolutionary ... by rdlecler1 on Monday October 30, 2017 @12:15PM (#15586183)
Evolutionary algorithms may also let you evolve the architecture. Think of a fly brain evolving into a human brain using the same genetic toolbox. With learning algorithms your assuming a fixed architecture. Hard to think how we’d get open ended evolutionary AI without evolutionary algorithms. At that point learning algorithms is the context dependent optimization step after neurogenesis.
Re:The quest to evolve neural networks through evolutionary ... by halflings on Wednesday November 01, 2017 @11:20PM (#15607574)
The terms you are using are too vague, and seem disconnected from the reality of these algorithms.

How do evolutionary algorithms let you evolve the architecture? You define a model space, and explore it stochastically (with different evolutionary strategies). The model space you are exploring is linked to a specific architecture.

Regardless, there's also efforts in Deep Learning to automatically learn optimal network architectures ("AutoML").