Weeks 1-3: Vector space definition, Linearly independent vectors, spans Basis of a vector space Sifting, the existence of basis. Examples Weeks 4-6: Linear transformations, Kernel, Image The dimension formula Relation between matrices and linear transformations. Change of bases formula week 7: Eucledian spaces Orthonormal basis Orthogonal transformations week 8: Determinant and its properties week 9-10: Linear operators Eigenvalues and eigenvectors Characteristic polynomial