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The text discusses the philosophical and psychological debate between bottom-up learning (association and pattern detection) and top-down learning (using abstract concepts and hypotheses). It illustrates these concepts using the analogy of filtering spam emails, contrasting machine learning pattern recognition with human reasoning based on background knowledge.
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