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Machine learning is much like kindergarden. It consists in sorting, pattern making, classifying, and clustering similar thing things.
Machine learning is the enactment of that old million-monkeys-writing-Shakespeare joke.
Machine learning is instigating a computer to compile data in a way that it becomes an algorithm
Machine learning is enabling computers to do research, which is another way of saying, enabling them to do science.