- Assignment 1: Least Square Regression, Ridge Regression, Image Compression using Singular Value and Eigen Value Decomposition.
- Assignment 2: Unsupervided Classification - K-Means Clustering and Gaussian Mixture Models (GMMs).
- Assignment 3: Sequence Modelling using Hidden Markov Models (HMMs) - Handwritten data and Spoken digit data.
- Project: Speaker Diarization using K-Means, GMMs and Agglomerative Bottom-up Hierarchical Clustering.