These questions are from sample exams and actual exams at other universities. The questions are meant to represent the material usually covered in Math 31 for the final. An actual test may or may not be similar.
Click on the boxed problem numbers to go to a solution.
Consider the matrix
and assume that it is row equivalent to the matrix

(a) List rank
and
(b) Find bases for
and
Find an example of a nonzero vector that belongs to
as well as an example of a nonzero vector that belongs to
Find the dimension of the subspace spanned by the given vectors. Are these vectors linearly independent?

Let
(a) Is
invertible? Explain.
(b) Define a linear transformation
by the formula
Is
onto? Explain.
Suppose
is a linear transformation given by the formula

(a) Find the standard matrix for
(b) Let
Find
(c) Is
in the range of
Explain.
Let
and
be
matrices with
and
Use properties of determinants to compute:
(a)
(b)
Let
and
(a) Find a unit vector in the direction of
(b) Find the distance between
and
(c) Let
Compute the orthogonal projection of
onto
(a) Let
be a transformation given by

Determine whether
is a linear transformation. Explain.
(b) Let
and
Find
and
Let
Find
if possible.
If
is an
matrix such that
what are the possible values of
(a) Suppose a
matrix
has 4 pivot columns. What is
Is
Why or why not?
(b) If
is a
matrix, what is the smallest possible dimension of
Consider the following system of equations.


Find all real values of
such that the system has only one solution.