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Wikipedia: Machine Learning = the scientific study of algorithms and statistical models that computer systems use to perform a specific task without using explicit instructions, relying on patterns and inference instead. It is seen as a subset of artificial intelligence.
Elsewhere on the web
expertsystem.com/machine-learning-definition
Machine Learning Crash Course
Wikipedia
Machine learning
Planeta.com