Anomaly Detection — Roadmap Step & Resources
Identifying rare or unusual data points using unsupervised techniques
- Level: advanced
- Estimated time: 1 days
- Roadmap: Machine Learning
Before this step
Interview questions
- How would you approach anomaly detection when you have almost no labeled anomalies to train on?
Study resources
- Novelty and Outlier Detection (Article) — The official scikit-learn documentation on anomaly and outlier detection methods.
- Anomaly Detection Explained (Video) — A practical walkthrough of detecting anomalies in a real dataset.
Part of
- Unsupervised Learning — section
- Machine Learning roadmap — the full learning path