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Machine Learning

SVM and kernel methods

Max-margin, soft-margin, kernel trick, choosing kernels, SVM in practice.

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

    Maximum margin classifier

    Enroll to open · 7 min read

  2. Lesson 2 of 5

    Soft-margin SVMs

    Enroll to open · 7 min read

  3. Lesson 3 of 5

    The kernel trick

    Enroll to open · 8 min read

  4. Lesson 4 of 5

    Choosing kernels

    Enroll to open · 6 min read

  5. Lesson 5 of 5

    SVM in practice

    Enroll to open · 7 min read

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