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Transfer learning at the moment works within one domain (say images), because the low level shapes are still similar, but not between different domains of data



Sure, that's what I was pointing out.

However: Zero-Shot Learning Through Cross-Modal Transfer http://arxiv.org/abs/1301.3666




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