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Growth Paths / Math Curriculum 5: Linear algebra
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Math Curriculum 5: Linear algebra

Vectors, matrices, vector spaces and eigenvalues.

Vectors, matrices, vector spaces and eigenvalues. Free courses, a free self-check for each, and real work confirmed by 3 people. Part of the Varsity Curriculum: Mathematics, adapted from OSSU Math (MIT License).

1 required outcomes14 weeksCredential on completion

Path outcomes

Skills

Derive the Linear Algebra Behind Machine Learning

Linear Algebra (MIT 18.06SC) — reuses an outcome Powstik already has.

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3 milestones

  1. 1Master Vectors, Matrices, and Linear Transformations
  2. 2Apply Linear Algebra to ML Algorithm Derivations
  3. 3Present Linear Algebra for ML to an Expert Reviewer

Resources for this path

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OSSU Math ↗Curriculum

The course map this path is adapted from (MIT License).

OSSU's first linear algebra course: short free videos with no exercises. Watch them first. No proof of its own.