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Mathematics for machine learning

Linear algebra core

Vectors, matrices, and the operations every ML library leans on.

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

    Vectors and dimensions

    Enroll to open · 8 min read

  2. Lesson 2 of 5

    Matrix–vector products

    Enroll to open · 9 min read

  3. Lesson 3 of 5

    Norms and similarity

    Enroll to open · 7 min read

  4. Lesson 4 of 5

    Matrix–matrix multiplication

    Enroll to open · 8 min read

  5. Lesson 5 of 5

    Linear combinations and span

    Enroll to open · 8 min read

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