Unsupervised Learning

Paradigma machine learning di mana model belajar dari data tanpa label — menemukan pola, cluster, atau struktur tersembunyi.

Unsupervised: clustering (K-means, DBSCAN, hierarchical), dimensionality reduction (PCA, t-SNE, UMAP), density estimation, anomaly detection.

Also known as: pembelajaran tak terawasi
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Unsupervised Learning

Definisi

Model belajar dari data tanpa label — menemukan pola, cluster, atau representasi yang berguna.

Aplikasi

  • Clustering — K-means, DBSCAN, hierarchical
  • Dimensionality reduction — PCA, t-SNE, UMAP
  • Anomaly detection
  • Density estimation
  • Generative modeling (GAN, VAE)

Connected to

Not yet written

The following pages are referenced but don't exist yet — they'd make good future additions.

  • /concepts/machine-learning

References

  1. Wikipedia

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