/pattern-recognition-and-machine-learning

Assignments and Projects, CS5691, IIT Madras

Primary LanguageMATLAB

CS5691: Pattern Recognition & Machine Learning, IIT Madras.

  • 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.

  • Team Details: Harshit Kedia (CS17B103) Dev Sheth (CS17B106)