Linear causal modeling with structural equations Scalar algebra Vectors N tuples as vectors Equality of vectors Scalars and vectors Multiplying a vector by a scalar Addition of vectors Scalar product of vectors Distance between vectors Length of a vector Another definition for scalar multiplication Cosine of the angle between vectors Projection of a vector onto another vector Types of special vectors Linear combinations Linear independence