Mathematics for Machine Learning

Blank notebooks and solutions for the Mathematics for Machine Learning specialization by Imperial College of London on Coursera.

Linear Algebra

Identifying special matrices

Gram-Schmidt process

Reflecting Bear

PageRank

Multivariate Calculus

The Sandpit

The Sandpit - Part 2

Backpropagation

Gradient descent in a sandpit

Fitting the distribution of heights data

PCA

Mean/covariance of a dataset + effect of a linear transformation

Programming Assignment: Inner products and angles

Orthogonal projections

Principal Components Analysis (PCA)