Probabilities and StatisticsCovers fundamental concepts in probabilities and statistics, including linear regression, exploratory statistics, and the analysis of probabilities.
Testing: t-testsCovers t-tests, p-values calculation, and comparison of coefficients.
Continuous Random VariablesExplores continuous random variables, density functions, joint variables, independence, and conditional densities.
Statistical InferenceCovers likelihood ratio statistic, confidence intervals, and hypothesis testing concepts.
Describing Data: Statistics & UncertaintyIntroduces descriptive statistics, uncertainty quantification, and variable relationships, emphasizing the importance of statistical interpretation and critical analysis.