This is Robotics 501: Mathematics for Robotics from the University of Michigan.
In this video:
Inner product spaces. Examples both finite and infinite-dimensional. Inner product of matrices. Cauchy-Schawarz Inequality. Triangle inequality. Orthogonal vectors. Orthonormal vectors. Pythagorean Theorem. Start the Projection Theorem.
All Fall 2018 course materials are free and accessible here and on the Github project.
More on:
ROB 501 Github: https://github.com/michiganrobotics/rob501
University of Michigan Robotics: https://robotics.umich.edu
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