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Re:Medicine's Machine Learning Problem by refurb on Friday January 08, 2021 @06:56AM (#25683730)
First, it took me a very long time to really, fully get that AI is not fundamentally different from a simple linear regression (infering a rule from data).

I had a similar revelation. I sat through an AI for health presentation and basically asked “ok, so you take a data set then try and find a set of rules that accurately describes...like a linear regression?”

As you said, it’s more sophisticated than that, but in essence, yes, it’s fitting a curve to data.

Re:Medicine's Machine Learning Problem by DebtDeflation on Friday January 08, 2021 @07:54AM (#25684163)
A big part of the problem is the names we've chosen - Artificial Intelligence and Machine Learning. A more accurate, though less sexy, name would have been "Mathematical Pattern Recognition". We can do amazing things with classifiers but we shouldn't fool ourselves into thinking it represents "intelligence".
Re:Medicine's Machine Learning Problem by qayxc on Friday January 08, 2021 @08:26AM (#25684458)
IMHO what's still lacking is the feedback loop.

Current systems are limited to ingesting input and providing output.

A big part of medical diagnosis, however, is to do follow-up exploration based on results of a previous examination.

This is a big part of "intelligence" that's still missing entirely from all approaches that I'm aware of, i.e. the ability to ask further questions/request data based on preliminary results from previous inputs.

Re:Medicine's Machine Learning Problem by HPsquared on Friday January 08, 2021 @08:22AM (#25684417)
Brains and intelligence are pretty much just pattern recognition as well - "neurons that fire together wire together"
Re:Medicine's Machine Learning Problem by qayxc on Friday January 08, 2021 @08:28AM (#25684477)
Brains in isolation, yes.

But intelligence isn't just a "brain in a jar" situation. Intelligence requires interaction with the environment - you'd never be able to tell whether a Boltzmann Brain is intelligent from just observing it, for example.

Re:Medicine's Machine Learning Problem by BlueTemplar on Friday January 08, 2021 @06:36PM (#25692266)
Also because linear regression is a form of AI. (Anything done by a computer rather than a human is.)