Matrix Algebra

NumPy vectorized matrix-scalar operations are much faster than manual loops. A matrix is a two-dimensional array indexed by row and then column. Matrix-vector multiplication is the core computation behind linear models. NumPy's `*` operator performs element-wise multiplication, not matrix multiplication.