- Introduction
- Introduction to Regression
- RSS (Bivariate regression)
- Graphical Intuition (Bivariate regression)
- Minimising RSS (Bivariate regression)
- Code along (Bivariate regression)
- Solved example (Bivariate regression)
- Multivariate Regression
- Graphical Intuition (Multivariate regression)
- Minimising RSS (Mulvariate regression)
- Code along (Multivariate regression)
- Solved example (Multivariate regression)
- Introduction SVM
- Test data
- Width expression
- Minimising width expression
- Code along (SVM)
- Solved example (SVM)
- Additional Notes
- K-nn introduction
- Graphical Intuition (K-nn)
- Formulating distance matrix
- Code along (K-nn)
- Solved example (K-nn)
- Conclusion