CSMM102X - Machine Learning

This repository is included my python projects which I studied in Machine Learning for MicroMaster at Columbia University.

Project Explanation of Artificial Intelligence Course

1. Week 2 Project - Linear Regression

   • This project relates to l-2 regularized least-squares linear regression algorithm and active learning.

2. Week 6 Project - Classification

   • This project relates to implementation of K-class Bayes Classifier.

3. Week 8 Project - Clustering

   • This project relates to implementation of K-means and EM Gaussian mixture models.

4. Week 11 Project - HMM and State - space Models

   • This project relates to implementation of probabilistic matrix factorization. (PMF)