K-means and Gaussian Mixtures are popular and effective clustering techniques. In this post I introduce the problem of clustering and motivate their use.

Maximum likelihood estimation is a fundamental technique in statistics. Here I give an introduction to the topic, and lay the groundwork for future posts covering its uses and extensions.