Solving and Optimizing
APMTH 22A
Subject & Catalog Number
Course Information
Description
This course covers a combination of linear algebra and multivariate calculus with an eye towards solving systems of equations and optimization problems. Students will learn how to prove some key results, and will also implement these ideas with code. Linear algebra: matrices, vector spaces, bases and dimension, inner products, least squares problems, eigenvalues, eigenvectors, singular values, singular vectors. Multivariate calculus: partial differentiation, gradient and Hessian, critical points, Lagrange multipliers.
Course Notes
Not to be taken in addition to AM21b or Math21b. Some overlap with AM21a and Math21a. Can be used in conjunction with Stat110 to fulfill the mathematics requirements for computer science.
Recommended Prep
Mathematics 1b or an equivalent background in mathematics.
Available for Harvard Cross Registration