The linear algebra prerequisite should include the following topics:

  • Mathematical operations with matrices (addition, multiplication)
  • Matrix inverses and determinants
  • Solving systems of equations with matrices
  • Euclidean vector spaces
  • Eigenvalues and eigenvectors
  • Orthogonal matrices
  • Positive definite matrices
  • Linear transformations
  • Projections
  • Linear dependence and independence
  • Singular value decomposition