How are determinants affected by replacement, interchange, and scaling
What is the determinant of triangular matrix?
When is the det(A) = 0?
What is the det(AB)? What is the det(A^T) ( N x N matrices)
What is co factor expansion?
Form of an eigenvector and what is an eigenvalue
Definition of an eigenspace
When is lambda an eigenvalue of a matrix A? (N x N)
How to solve for the eigenspace using Nul
What is algebraic and geometric multiplicity
What is the trace of a matrix A w/o knowing the eigenvalues
What is the trace and a det of a matrix A with known eigenvalues
What makes a square matrix diagonalizable
What is P and D comprised of when diagonalizing a matrix
What is an eigenbasis
Finding the diagonal matrix using change a bases matrices
How to calculate the power of a diagonal matrix.
how to find exp(At) of a matrix A
What is the orthogonal projection v onto the line spanned by w (eqn and definition
What is the orthogonal projection v onto the line spanned by w for matrix multiplication?
How to project a vector onto a subspace?
What is the orthogonal projection matrix?
when is x^ a LSQ?
what is the proj(b) onto the col(A)?
What is the Gram-Schmidt algorithm?
What is QR decomposition?
What does a matrix A have an orthonormal set of eigenvectors?
If A is a symmetrix N x N matrix, what makes up A?
What is SVD? Explain the parts that comprise SVD.
What is the algorithm for SVD?
If U,V,Sigma are the SVD of a matrix A, what bases do they comprise (4 bases)
What is A for an SVD matrix?
What is a compact singular value decomp?
What is the pseudoinverse?
What is the LSQ soln of Ax = b with pseudoinverse?
What is the column average of X? When is X centered and what is the covariance matrix Cov(X) of X? (PCA)
What is the algorithm for PCA
What are the properties of eigenvalues of a markov matrix?
What is the unique soln to the diff eqn with initial conditions?