Standard topics: References: For (#). For [#].

(C4) Orthogonality
(C5) QR Decomposition
(C6) Singular Value Decomposition
(C7) Reduced-Rank Least Squares Models
(C8) Tensor decomposition
(C9) Clustering and Nonnegative Matrix Factorization
(C10) Classification of Handwritten Digits
(C11) Text Mining
(C12) Page Ranking for a Web Search Engine
(C13) Automatic Key Word and Key Sentence Extraction
[C14] Least Squares Classification
[C15] Multi-objective least squares
[C16] Constrained least squares
[C17] Constrained least squares applications
[C18] Nonlinear least squares

Advance and alternative topics

Alternating least squares
Apery
Algebraic matroids
Autoencoders
Convex optimization
Generalized least squares
Graph Laplacian
Factor analysis
Essential matrices
Linearization
Stochastic Gradient descent
Hyperbolic polynomials
Jordan Canonical Form
Maximum likelihood estimation
Markov bases
Multiparameter eigenvalue problems
Neural networks
Numerical implicitization
Ordinary differential equations
Polytopes
Polynomial eigenvalue problems
Population dynamics
Positive definite matrices
Sums of squares
Support vector machines
Tensor rank
Transportation polytopes
Stochastic Gradient descent
Tropical linear algebra in economics
Tropical eigenvalues