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