Linear Algebra
Includes algorithms for computing:
- scalars
- vectors and vector spaces
- eigenvalues and eigenvectors
- matrices and matrix operations
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Linear Algebra uses in ML include:
- loss calculations
- natural language processing
- image processing
- dimensionality reduction
“Algebra is the metaphysics of arithmetic.”
“I like - I love calculus. I love linear algebra, probability and statistics, that kind of stuff. I just really like that.”
“The phenomenon of creativity, we know, is closely related to the ability to yoke together separate, and even seemingly incompatible, matrices.”