This repository contains the lecture notes of the lecture Basic Methods of Data Analysis presented at JKU in the winter term 21/22.
- Linear Algebra:
- Inner / outer product
- Matrix-vector multiplication
- Matrix-matrix multiplication:
- Inner / outer product view
- Orthogonal matrices
- Eigenvalues and eigenvectors
- Definiteness
- Symmetric matrices
- Singular Value Decomposition
- Univariate and Bivariate Data
- Summary statistics
- Correlation
- Linear regression
- Principal Component Analysis
- Multiple Linear Regression
- Probability Theory