addition & scaling: inner (dot) product of vectors matrix multiplication multiplication is associative and distributive not commutative transpose flip so row 1 becomes column 1, etc. (ABC)T=CTBTAT determinant trace identity matrix diagonal matrix symmetric AT=A skew-symmetric AT=−A