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Data Analysis for ML/AI

Outliers and anomalies

Detection (z-score, IQR, isolation forest), treatment, and the role of domain context.

5 lessons Follow in order
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  1. Lesson 1 of 5

    What is an outlier?

    Enroll to open · 9 min read

  2. Lesson 2 of 5

    Z-score and IQR detection

    Enroll to open · 10 min read

  3. Lesson 3 of 5

    Multivariate outlier detection

    Enroll to open · 10 min read

  4. Lesson 4 of 5

    Treating outliers

    Enroll to open · 9 min read

  5. Lesson 5 of 5

    Anomaly detection systems

    Enroll to open · 10 min read

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