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Ben and Julia found that COASST participants improve their identification accuracy over time – a result of repeated and consistent identification practice and engagement with COASST staff who train and provide opportunities to learn. It also has a page specifically on marine ecology.
But say all we’ve got is the data, and we don’t know what underlying laws govern it. And in fact, much like with the “ deep-learning breakthrough of 2012 ” it may be that such incremental modification will effectively be easier in more complicated cases than in simple ones.
But it also highlights how significant our specifics—our particular history, biology, etc.—are. And in biology it shows up as some structure (ribosome, cell, wing, etc.) This broad equivalence is important in being able to make very general scientific statements (like the existence of computational irreducibility).
What about systems that adapt or learn? But that email was right before I discovered yet more kinds of computational systems to explore, and before I’d understood applications to biology, and physics, and mathematics, and so on. There were times when the things I wanted to know were still entangled in government or other secrecy.
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