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The Best Anomaly Detector I Know Optimizes Nothing
Classic Machine Learning Through the Eyes of an SRE β Part 9: Isolation Forest
The algorithm in one line: Isolation Forest scores how anomalous a point is by how few random cuts it takes to separate that point from everything else. No model of normal, no loss function, nothing optimized.
β Previous: Part 8 β Hierarchical Clustering Fails Beautifully Β· Next: this is the series finale β start at Part 1 .
Every anomaly detector I had studied models what NORMAL looks like, then cal...
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