Frequentist inference is a statistical approach that estimates population parameters by relying on the frequency or proportion of data, assuming that the data is a repeatable random sample. It uses techniques such as hypothesis testing and confidence intervals to make inferences, without incorporating prior beliefs or probabilities about parameters.