What is the best algorithm to find a determinant of a matrix?

Here is an extensive discussion.

There are a lot of algorithms.

A simple one is to take the LU decomposition. Then, since

 det M = det LU = det L * det U

and both L and U are triangular, the determinant is a product of the diagonal elements of L and U. That is O(n^3). There exist more efficient algorithms.