Machine Learning

This page is compilation of posts that explain various machine learning algorithms. The posts are organized by algorithms. This is a work in progress. I will add more posts as I go. I am now starting with simpler instance-based machine learning algorithms, and will build up to more complex algorithms.

Linear Methods

• Linear regression using matrix derivatives
• Linear classification - Support vector machines.

Instance Based Algorithms

• Introduction to KNN
• Kernel Methods
• KNN for image classification