In this section, we will start investigating the field of machine learning and the role of optimization therein. Specifically what we are going to do are three folded. First of all, we will study what machine learning is and what the mission of the field is. We will then explore one very popular & traditional way to achieve the mission: supervised learning. Lastly we will figure out how optimization techniques are related to supervised learning.