General vector spaces
Part 1 - Vector Space
Part 2 - Examples of Abstract Vector Spaces
Part 3 - Linear Subspaces
Part 4 - Basis, Linear Independence, Generating Sets
Part 5 - Coordinates and Basis Isomorphism
Part 6 - Example of Basis Isomorphism
Part 7 - Change of Basis
Part 8 - Transformation Matrix
Part 9 - Example for Change of Basis
General inner products
Part 10 - Inner Products
Part 11 - Positive Definite Matrices
Part 12 - Cauchy-Schwarz Inequality
Part 13 - Orthogonality
Part 14 - Orthogonal Projection Onto Line
Part 15 - Orthogonal Projection Onto Subspace
Part 16 - Gramian Matrix
Part 17 - Approximation Formula
Part 18 - Orthonormal Basis
Part 19 - Fourier Coefficients
Part 20 - Gram-Schmidt Orthonormalization
Part 21 - Example for Gram-Schmidt Process
General linear maps
Part 23 - Combinations of Linear Maps
Part 24 - Homomorphisms and Isomorphisms
Part 25 - Matrix Representation for Linear Maps
Part 26 - Matrix Representations for Compositions
Part 27 - Change of Basis for Linear Maps
Part 28 - Equivalent Matrices
Part 29 - Rank gives Equivalence
Part 30 - Similar Matrices
Part 31 - Solutions for Linear Equations
Part 32 - Example for General Linear Equation
Part 33 - Extension of Determinant
Part 34 - Eigenvalues and Eigenvectors for Linear Maps
Part 35 - Definition of Jordan Normal Form
Part 36 - Generalized Eigenspaces
Part 37 - Fitting Index