Linear Algebra Basic

Linear Algebra 1, 2

Reference

• Linear Algebra and Learning from Data, Gilbert Strang

Table of contents

• 01 Matrix Calculus
• 02 Revisit to Matrix Multiplication
• 03 Matrix Factorization
• 04 Rank
• 05 Special Matrices
• 06 Eigenvalues, Eigenvectors
• 07 Positive Definite
• 08 SVD
• 09 PCA
• 10 Rayleigh Quotient