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Unsupervised Learning & Clustering
A skill group in Data, AI & Analytics › Machine Learning & Predictive Modeling: 37 skills, 37 of them carrying a SynapseScope Skill Rating, named in 11,516 open US roles at the latest reading.
| Skill | Organisation rating | Open roles | Median salary |
|---|
| Anomaly Detection | Invest | 5,910 | $182,500 |
| Clustering | Invest | 1,773 | $142,500 |
| Unsupervised Learning | Invest | 1,371 | $167,500 |
| Vector Embedding Indexing | Invest | 647 | $222,500 |
| Data Segmentation | Maintain | 481 | $112,500 |
| K-means clustering | Invest | 319 | $147,500 |
| Social network analysis | Invest | 286 | $127,500 |
| Cluster Analysis | Maintain | 249 | $127,500 |
| Clustering Algorithms | Maintain | 131 | $147,500 |
| DBSCAN | Maintain | 72 | $157,500 |
| Anomaly Detection for Cloud Infrastructure | Invest | 49 | $152,500 |
| Hierarchical Clustering | Maintain | 42 | — |
| Latent Class Analysis | Maintain | 37 | — |
| Mixture Models | Invest | 33 | $147,500 |
| UMAP Dimensionality Reduction | Maintain | 31 | — |
| Deep Clustering with Learned Representations | Monitor | 30 | — |
| Gaussian Mixture Models | Maintain | 24 | $162,500 |
| Distance Metrics | Maintain | 10 | — |
| Self-Organizing Maps | Maintain | 7 | — |
| Similarity Measures | Maintain | 6 | — |
| Tree Clustering | Maintain | 4 | — |
| Fuzzy Clustering | Invest | 2 | — |
| Cluster Analysis Bayesian | Maintain | 1 | — |
| Kohonen Networks | Migrate | 1 | — |
| Block Clustering | Maintain | — | — |
| Cluster Analysis Canonical | Monitor | — | — |
| Cluster Analysis Log Linear | Monitor | — | — |
| Cluster Analysis Nonparametric | Maintain | — | — |
| Dendograms | Maintain | — | — |
| Density-Based Clustering | Invest | — | — |
| Giotto-TDA | Monitor | — | — |
| Large-Scale Agent-Based Modeling | Invest | — | — |
| Normalized Mutual Information | Invest | — | — |
| Persistent Homology Analysis | Invest | — | — |
| Self-Supervised Graph Learning | Invest | — | — |
| Spectral Clustering | Invest | — | — |
| Unsupervised Fault Detection | Invest | — | — |
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