Students will learn Mathematics for Machine Learning.

ZZ-1205

1. Linear Algebra
   1. Introduction to Linear Algebra and to Mathematics for Machine Learning
   2. Vectors are objects that move around space
   3. Matrices in Linear Algebra: Objects that operate on Vectors
   4. Matrices make linear mappings
2. Multivariate Calculus
   1. What is calculus?
   2. Multivariate calculus
   3. Multivariate chain rule and its applications
   4. Taylor series and linearisation
3. PCA
   1. Statistics of Datasets
   2. Inner Products
   3. Orthogonal Projections
   4. Principal Component Analysis

Assessment

• Coursework: 100%

Academic Calendar

• Monday 11:50-1:40 APB G.35

• Thursday 9:50-11:40 APB G.35