yzhao062/anomaly-detection-resources resource

Health v2 · maintenance only

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9370 stars · 1804 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A curated awesome-list of anomaly detection (outlier detection) learning resources including books, papers, courses, videos, datasets, and software toolboxes. It is actively updated and now covers LLM/VLM-based anomaly detection research.

Use cases

• find papers on anomaly detection
• learn outlier detection from scratch
• find open-source anomaly detection libraries
• find datasets for outlier detection benchmarking
• research LLM-based anomaly detection
• find time series anomaly detection resources
• find fraud detection learning materials

When to choose

• you need a starting point to learn anomaly detection
• you want a curated index of papers, books, and toolboxes in one place
• you are surveying the field including recent LLM/VLM approaches

When to avoid

• you need a working anomaly detection library rather than a resource list
• you need executable code or benchmarks rather than references

Facets

learning-resource · maturity active

machine-learning data-science developer-tools machine-learning data-science awesome-lists artificial-intelligence large-language-models python cross-platform awesome-list anomaly-detection outlier-detection fraud-detection time-series papers datasets curated-resources

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