At uni we did neural nets, genetic algos, reinforcement learning & expert systems. NN & RL are back, ES should stay dead. GAs, any, day, now
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GA+neural nets have lots of potential, but I think we are all doing it wrong at the moment. Still got a long way to go-!
I tend to agree that SGD should be supplemented with non grad based approaches, esp. for architecture optim
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