Manifold learning in R

Assignments for the Kernel-Based Machine Learning and Multivariate Modeling course at the Polytechnic University of Catalonia (UPC), master's degree program in Information and Research in Informatics (MIRI), A.Y. 2021/2022, prof. Luis Belanche and Pedro Delicado.

1. Clustering
2. PCA and principal curves
3. Local MDS and ISOMAP
4. t-SNE

Bonus: Kernel ridge regression