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Comment by exporectomy
I didn't get beyond his argument that ML is compression while NLU is decompression but that doesn't seem to be right. ML is often used to decompress data such as increasing image resolution. Of course it needs more data than just the compressed form, but only for training. For inference, of course you can use ML to add assumed common knowledge information.