Can fitensemble be trained with custom weak learners?

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Can a fitensemble like AdaBoost be trained with custom weak learners? Ie, say I wanted to use SVMs, neural nets, GAs, etc, is that possible? Or is it only possible to use trees, KNNs and discriminants?

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