Class materials

Slides

Slides are not core pedagogical materials, their main role being to help streamline the presentation of some topics during classes. Check the class summaries for the recommended elements of study.

Overview

Attachments

• Course overview
• Datasets & the data matrix
• Exploratory data analysis
• EDA demo
• EDA problem set
• Principal component analysis
• PCA demo
• Matrix subspaces
• PCA problem set
• Nonlinear dimensionality reduction: ISOMAP and t-SNE
• t-SNE demo
• ISOMAP & t-SNE problem set
• Clustering
• Hierarchical clustering demo
• Demo for clustering with k-means and Gaussian mixture models
• Spectral clustering demo
• Clustering problem set