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There's a company doing that. Here's an article:

http://www.freakonomics.com/2011/09/27/an-algorithm-that-can...

“Only about 15% of what we do is traditional forecast meteorology,” says CEO Bill Kirk

I once had a brief conversation with a meteorology student about this. The idea of learning a model from example data seemed foreign to him. It seemed to me that there could be things to improve by applying ML algorithms.




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