Artificial Intelligence Task

Anomaly detection

Is a technique used in statistics to identify data points that deviate from the expected behavior of a system. Using AI techologies this is can be used systematically and extensively analyzing patterns and identifying outliers that may indicate unusual ocurrences.

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How It Works?

Input

Data streams or datasets

Output

Identification of outliers or anomalous instances

Goal

To detect unusual patterns that do not conform to expected behavior

Learning Strategy

Statistical, clustering, or neural network models

Evaluation Metric

Precision, recall, F1 score, and detection time

Other Artificial Intelligence Tasks

Sampling

Clustering