The Empirical Distribution Function (EDF) is a step function estimator for the cumulative distribution function of a sample, providing a non-parametric way to estimate the distribution of data. It assigns equal probability to each observed data point, allowing for the visualization and analysis of the underlying distribution without assuming a specific parametric form.