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Mathematics for machine learning

Math in modern ML

Where the previous 19 topics show up in attention, BatchNorm, dropout, GNNs.

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

    The math of attention

    Enroll to open · 8 min read

  2. Lesson 2 of 5

    The math of batch normalization

    Enroll to open · 8 min read

  3. Lesson 3 of 5

    The math of dropout

    Enroll to open · 7 min read

  4. Lesson 4 of 5

    The math of graph neural networks

    Enroll to open · 8 min read

  5. Lesson 5 of 5

    Continual math learning — resources

    Enroll to open · 6 min read

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