/machine-learning-lab

Exploring meachine learning techniques and algorithms. Including clustering algorithms, perceptron and, more.

Primary LanguageHTMLMIT LicenseMIT

Machine Learning Lab

Exploring meachine learning techniques and algorithms. Including clustering algorithms and, more.

Contents

  • Clustering Algorithms: Clustering the ORL dataset using DBSCAN, K-Means, Agglomerative (Single Link, Complete Link, Group Average) and evaluating the results using rand index implemented from scratch.

  • Perceptron and Kernel Methods: Running perceptron on the airline satisfaction dataset and experimenting with kernel methods using an implementation of kernelized perceptron from scratch and kernel approximation.