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Learn the fundamental differences between confidence intervals and hypothesis testing through detailed examples implemented in R programming language in this university lecture. Explore practical applications and statistical methodologies while working through hands-on demonstrations that illustrate how to interpret and apply these essential statistical concepts. Master the techniques for constructing confidence intervals and conducting hypothesis tests, gaining valuable insights into when and how to use each approach effectively in data analysis.