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RE: AI and Archeology: Making new discoveries in old research fields.
I suspect that the biggest challenge would be getting the right amount and the right quality of data to adequately train your systems, and then (as I currently understand the topic), you would still be only able to detect that for which the system was trained. But the tech is already much more mature than I would have expected even just a few years ago and with the new specialized processors coming out each year, we will probably exceed even your expectations sooner than we think!
I share the optimism :)