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Supervised vs Unsupervised Learning

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Machine LearningUnsupervised LearningFeature EngineeringBias-Variance TradeoffSupervised Learning
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Problem

Scenario

You are discussing common machine learning approaches and when to use them. You want to explain the difference clearly in a way that connects the concepts to practical model development.

Question

Explain the difference between supervised and unsupervised learning.

Representative Dataset

size·120K receipt records, 38 featuresmissingness·Light to moderate in merchant metadata and sparse-history featuresfeature_types·Numerical, categorical, behavioral aggregatessupervised_target·High-value repeat shopper within 30 days

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