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Inferential Statistics

This notebook summarizes the testing methods from Inferential Statitistics course taught by University of Amsterdam on Coursera. The course had used R on DataCamp to conduct statistical test. Here, I am using Python to do the test. All the formulas used in this document can be found here.

List of Contents

  • Comparing two groups

  • Categorical Association

  • Simple Regression

  • Multiple Regression

  • Quantitative associations: ANOVA

  • Nonparametric tests

Statistical Thinking

This notebook analyze real word data by applying inferential statistics.