Understanding Histograms and Kernel Density Estimation

An in-depth exploration of histograms and KDE

A histogram is a graph that visualizes the frequency of numerical data. It is commonly used in data science and statistics to have a raw estimate of the distribution of a dataset. Kernel density estimation (KDE) is a method for estimating the probability density function (PDF) of a random…