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Supervised Learning
Unsupervised Learning
Problem Types
9
▼
Clustering Algorithms
40
Partitional Clustering
8
Hierarchical Clustering
10
Density-Based Clustering
10
Distribution-Based Clustering
6
Spectral And Graph-Based Clustering
6
▼
Dimensionality Reduction
22
Linear Dimensionality Reduction
10
Manifold Learning
12
Density Estimation
8
Anomaly Detection
12
Association Rule Learning
10
Representation Learning
13
▼
Model Development
26
Data Preprocessing
9
Distance And Similarity Measures
12
Scalability And Efficiency
5
▼
Evaluation
19
Internal Clustering Evaluation
6
External Clustering Evaluation
9
Dimensionality Reduction Evaluation
4
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Dimensionality Reduction Evaluation
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Reconstruction Error
Trustworthiness
Continuity
Downstream Task Evaluation
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