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Machine Learning

Regularization and overfitting

L1/L2/elastic net, dropout, data augmentation, label smoothing, learning curves.

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

    L1, L2, and elastic net

    Enroll to open · 7 min read

  2. Lesson 2 of 5

    Dropout as regularization

    Enroll to open · 7 min read

  3. Lesson 3 of 5

    Data augmentation

    Enroll to open · 7 min read

  4. Lesson 4 of 5

    Label smoothing

    Enroll to open · 6 min read

  5. Lesson 5 of 5

    Learning curves

    Enroll to open · 6 min read

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