Related Theories
1. Learning Theory -- No Free Lunch Theorem
- Reading: view
2. Multivariate Gaussian
- Reading: view
3. Kernel Trick
- Reading: view
Example Algorithms
1. K-means (Clustering)
- Slides: view
2. K-nearest Neighbor (Classification/Regression)
- Slides: view
3. Kernel SVM (Classification)
- Reading: view
4. Gaussian Processes (Regression)
- Slides: view
Coding
1. Coding: K-means
- Code: download
2. Coding: KNN
- Data: download
- Code: download
3. Coding: Gaussian Process Regression
- Code: download