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Advanced Linear Algebra, Lecture 5.1: Inner products and Euclidean structure
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Advanced Linear Algebra - Advanced Linear Algebra, Lecture 5.1: Inner products and Euclidean structure

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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43 learners

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 5.1: Inner products and Euclidean structure Up until now, most of the previous theory have have developed has been algebraic in flavor, because we haven't had a metric. In this lecture, we will review the dot product in Euclidean space, and how it leads to concepts such as length and angle. We will derive the law of cosines, the Cauchy-Schwarz, and triangle inequalities. It turns out that all of this works for an arbitrary symmetric bilinear form, as long as it is additionally positive-definite. This is called an inner product, and a vector space endowed with an inner product is called an inner product space. We conclude with some non-standard examples (and non-examples) of inner products on R^2, the space of linear maps, and the space of continuous functions. Course webpage: http://www.math.clemson.edu/~macaule/math8530-online.html

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