Testing: t-testsCovers t-tests, p-values calculation, and comparison of coefficients.
Probability and StatisticsCovers p-quantile, normal approximation, joint distributions, and exponential families in probability and statistics.
Bayesian Parameter EstimationCovers an example of Bayesian parameter estimation and the trade-off between bias and variance in supervised learning.
Probabilities and StatisticsCovers fundamental concepts in probabilities and statistics, including linear regression, exploratory statistics, and the analysis of probabilities.
Continuous Random VariablesExplores continuous random variables, density functions, joint variables, independence, and conditional densities.
Landscape MetricsCovers landscape metrics used in landscape ecology to characterize landscapes based on spatial patterns and ecological processes.
Latent Variable ModelsExplores latent variable models, EM algorithm, and Jensen's inequality in statistical modeling.