The idea this definition captures is that a subspace of V is a nonempty subset which is itself a vector space under the same addition and scalar multiplication as V.
vector: A NumPy array representing the vector. basis: A list of NumPy arrays representing the orthonormal basis. Returns: The projection of the vector. # Calculate the projection matrix.