That's a good point, as far as I know there's no examples of cross-domain learning. There's new work in NLP for cross-task transfer learning, but that's as close as it gets at the moment.

It's hard to imagine there's anything to learn from handwriting images that could apply to turbine failure; a much broader kind of multi-task model than anything well see for awhile.