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Mathematics for machine learning

Probability meets linear algebra

Covariance matrices, multivariate Gaussians, whitening, projections.

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

    Covariance matrices

    Enroll to open · 7 min read

  2. Lesson 2 of 5

    Multivariate Gaussian

    Enroll to open · 8 min read

  3. Lesson 3 of 5

    Whitening and PCA

    Enroll to open · 8 min read

  4. Lesson 4 of 5

    Mahalanobis distance

    Enroll to open · 7 min read

  5. Lesson 5 of 5

    Random projections

    Enroll to open · 7 min read

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