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Machine Learning

Handling imbalanced data

Class weights, resampling, SMOTE, threshold tuning, cost-sensitive learning.

5 lessons Follow in order
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Lessons in sequence

Work through these in order—each lesson builds on the previous one.

  1. Lesson 1 of 5

    Class weights

    Enroll to open · 6 min read

  2. Lesson 2 of 5

    Resampling techniques

    Enroll to open · 6 min read

  3. Lesson 3 of 5

    SMOTE and synthetic oversampling

    Enroll to open · 7 min read

  4. Lesson 4 of 5

    Threshold tuning

    Enroll to open · 6 min read

  5. Lesson 5 of 5

    Cost-sensitive learning

    Enroll to open · 6 min read

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