Logistic RegressionCovers logistic regression for linear classification and unsupervised dimensionality reduction techniques.
Clustering: Theory and PracticeCovers the theory and practice of clustering algorithms, including PCA, K-means, Fisher LDA, spectral clustering, and dimensionality reduction.
Multiclass ClassificationCovers the concept of multiclass classification and the challenges of linearly separating data with multiple classes.