Histograms are graphical representations of the distribution of numerical data. They consist of bars that represent the frequency of data points within specific intervals, or "bins." The height of each bar indicates the number of observations that fall within that interval, allowing for a visual assessment of the data's distribution, shape, and spread. Histograms are commonly used in statistics to summarize and analyze data sets.