Learn advanced linear algebra for computing. Linear algebra is one of the fundamental tools for computational and data scientists. In Advanced Linear Algebra: Foundations to Frontiers (ALAFF), you will build your knowledge, understanding, and skills in linear algebra, practical algorithms for matrix computations, and the analysis of the effects of floating-point arithmetic as performed by computers.
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What you'll learn
- Deciphering a matrix using the Singular Value Decomposition
- Quantifying and qualifying numerical error
- Solving linear systems and linear least-squares problems
- Computing and employing eigenvalues and eigenvectors
Syllabus
Part 1: Orthogonalization
Part 2: Solving Linear Systems
Part 3: Eigenvalues and Eigenvectors