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Re:Machine learning has become alchemy (2017) [video] by whatshisface on Tuesday December 25, 2018 @07:08PM (#18759738)
The reason you don't expect to see a deep fundamental theory of drawing a line through a few points is because you can always do it. ML doesn't always work, and sometimes it is harder to get working than other times. What's going on?
Re:Machine learning has become alchemy (2017) [video] by xamuel on Tuesday December 25, 2018 @08:07PM (#18759903)
You can always draw a line through the points, but it isn't always a good approximation. If the points are inherently bunched around a line, then a line through them will approximate them well. If they're a big random cloud, then the line won't. It's the exact same way in ML, except the points are in n-dimensional space and "line" is replaced by "higher-dimensional curve or manifold". Sometimes (e.g. in image processing), the n-dimensional points are inherently bunched around a curve or manifold of the form you're using, and then ML works great. There's nothing deeper going on!