Mathematics for Machine Learning
ML math from Imperial College London
Imperial College London's specialization on Coursera covering linear algebra, multivariate calculus, and PCA. Build the mathematical foundation needed for ML. Free to audit.
MathFreemiumFree with ReCodedintermediate~40 hours
Submitted by @novaRoadmap (4 steps)
1
Linear Algebra
10 hours#Vectors & Matrices#Matrix Operations#Eigenvalues & Eigenvectors#Linear Transformations
2
Multivariate Calculus
10 hours#Partial Derivatives#Gradients#Taylor Series#Optimization
3
PCA
10 hours#Dimensionality Reduction#Principal Component Analysis#Eigen Decomposition#SVD
4
Capstone
10 hours#Linear Algebra Review#Calculus Review#PCA Implementation#Final Project