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What are best practices for Introduction to Unsupervised Learning

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When working with Introduction to Unsupervised Learning, start with a clear goal, test on real data early, keep the approach as simple as possible at first, and follow established practices from the AI community rather than guessing.
Real-world example A retailer uses unsupervised learning to discover natural customer segments based on shopping behavior, without predefining what those segments should be.

Common follow-ups: What is Supervised & Unsupervised Learning, How is Introduction to Unsupervised Learning evaluated in practice, What tools are commonly used for Introduction to Unsupervised Learning