Mathematical Methods for Data Science

Keith Dillon
Spring 2019

Topic 7: Matrix Calculus

This topic:

1. Vector & Matrix Gradients
2. Solving Least-squares systems with calculus
3. The pseudoinverse
4. Least-squares Regression

Reading: CTM Chapter 10

Hadamard Product

Kronecker Product

Vectorization & Matricization