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Advanced Linear Algebra, Lecture 2.6: Matrices
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Advanced Linear Algebra - Advanced Linear Algebra, Lecture 2.6: Matrices

Unlock the Power of Vector Spaces: Master Advanced Linear Algebra with Professor Macauley. Dive deep into theory and applications, from eigenvectors to spectral theorems. Enhance your mathematical prowess and transform complex problems into elegant solutions.

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What you'll learn

Understand key concepts of vector spaces, including spanning, independence, and bases.
Analyze the role of eigenvalues, eigenvectors, and the spectral theorem in linear mappings.
Apply the Gram-Schmidt process and orthogonal projection in various contexts.
Evaluate the properties and applications of quadratic forms and spectral resolutions.

This course includes

  • 25.5 hours of video
  • Certificate of completion
  • Access on mobile and TV

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Advanced Linear Algebra, Lecture 2.6: Matrices If T is a linear map between finite-dimensional vector spaces, say from X to U, then we can represent T as a matrix once we pick an "input basis" for X and an "output" basis for U. The it's column are the coefficients of writing the image Tx_i as a linear combination of the output basis vectors. In other words, a_{ij}=(ℓ_j, Tx_i), the result of applying the j'th dual basis vector (in U') to the image Tx_i. This gives us a clean proof of why the matrix of the transpose map is simply the transpose of the matrix. We do several examples, such as the matrix of the projection onto the line y=x in R^2, and the matrix of the derivative map, both using several different choices of basis. We also see how we can always choose bases for X and U so that the matrix in block form has is the identity matrix in the upper-left, and zeros elsewhere (if there are any other entries). Course webpage: http://www.math.clemson.edu/~macaule/math8530-online.html

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