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What are best practices for Hierarchical Clustering

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When working with Hierarchical Clustering, 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 biologist uses hierarchical clustering to organize different species into a tree based on genetic similarity.

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

Supervised & Unsupervised Learning topics: Introduction to Supervised Learning Introduction to Unsupervised Learning Classification Algorithms
All 7 Hierarchical Clustering questions