/math-for-ml

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

Primary LanguageJupyter Notebook

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)