Math 280: Mathematics for Data Science
Josh Laison

Syllabus
Course Canvas site
Course WebWork site

Course calendar:
Monday Wednesday Friday
Week 1 Jan 12: First day of class!
Vectors and vector algebra
Jan 14: Dot products, projections, lines and planes in 2D and 3D
Jan 16: Span and linear independence
WebWork 1 due.
Week 2 Jan 19: Martin Luther King Jr. Day, no class today. Jan 21: Introduction to Python
Conceptual homework 1 due.
Jan 23: Introduction to Principal Component Analysis
Webwork 2 due.
Week 3 Jan 26: Matrices and matrix algebra. Jan 28: Quiz 1 on vectors, in class today. Jan 30: Webwork 3 due.
Week 4 Feb 2: Matrix inverses
Applied homework 1 due.
Feb 4: Determinants Feb 6: Eigenvalues
Conceptual homework 2 due.
Week 5 Feb 9: Eigenvalues continued
Webwork 4 due.
Feb 11: Introduction to Markov chains Feb 13: Quiz 2 on matrix algebra, matrix inverses, and determinants, in class today.
Week 6 Feb 16: Similar matrices
Webwork 5 due.
Feb 18: Diagonalization
Conceptual assignment 3 due.
Feb 20: No class today.
Week 7 Feb 23: Orthogonal matrices Feb 25: Orthogonal diagonalization
Applied assignment 2 due
Feb 27: Singular value decomposition part 1
Week 8 Mar 2: Singular value decomposition part 2
Webwork 6 due
Mar 4: Quiz 3 in class today Mar 6: Surfaces
Conceptual assignment 4 due
Week 9 Mar 9: Partial derivatives
Webwork 7 due
Mar 11: Directional derivatives
Applied assignment 3 due
Mar 13: Optimization
Webwork 8 due
Week 10 Mar 16: Quiz 4 in class today Mar 18: Lagrange multipliers Mar 20: No class today!
Spring break!
Week 11 Mar 30: Gradient descent Apr 1: Quadratic forms
Webwork 9 due
Apr 3: Quadratic forms and second derivatives
Week 12 Apr 6: Optimization with quadratic forms
Applied assignment 4 due
Apr 8: Quiz 5 in class today Apr 10: Random variables
Webwork 10 due
Week 13 Apr 13: Joint random variables and independence
Conceptual assignment 6 due
Apr 15: SSRD, no class today Apr 17: Covariance
Week 14 Apr 20: Covariance matrices
Webwork 11 due
Apr 22: Quiz 6 in class today Apr 24: PCA using covariance
Webwork 12 due
Week 15 Apr 27: Last day of class
Applied assignment 5 due
May 8: Final exam 2:00-5:00