Math Behind Logistic Regression

Before we understand the bizarre symbols used in Logistic Regression, let's recollect the underlying idea of this technique. Logistic Regression is a machine learning technique that is widely used for classification problems. The definition above indicates that the algorithm is also useful for problems other than classification, regression for example. But this article will be centered around classification only. How does a classification problem look like?