선형대수 (Linear algebra)
- Outline
- Vector, matrix and their operations
- Solving Ax = b (n by n) : Gaussian elimination, LU decomposition
- Principal component analysis
Probability theory and statistics
- Introduction to probability theory
- Multivariate Gaussian distribution
- Maximum likelihood estimation
- Linear discriminant analysis
- Naive Bayes
- Gaussian mixture model
Support vector machine
Deep learning : I recommend this site, http://www.deeplearningbook.org/.