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This lecture covers the interpretation of quantiles on the pdf, including the relationship between quantiles and areas under the pdf. It explains the concept of median, quartiles, and percentiles as specific quantiles. The lecture also delves into sampling from a continuous random variable using the inverse cdf and the construction of histograms as density approximations.