### What you will learn from this course?

Mathematics for Machine Learning: Linear Algebra

– Introduction to Linear Algebra and to Mathematics for Machine Learning

– Vectors are objects that move around space

– Matrices in Linear Algebra: Objects that operate on Vectors

– Matrices make linear mappings

– Eigenvalues and Eigenvectors: Application to Data Problems

Mathematics for Machine Learning: Multivariate Calculus

– What is calculus?

– Multivariate calculus

– Multivariate chain rule and its applications

– Taylor series and linearisation

– Intro to optimisation

– Regression

Mathematics for Machine Learning: PCA

– Statistics of Datasets

– Inner Products

– Orthogonal Projections

– Principal Component Analysis

**Certification :**Yes

**Time to complete :**8 weeks

**Cost :**$49 per month after 7-day free trial, can audit for free (no certificate).

**Course Level :**Intermediate

**Language :**English