Concentration InequalitiesCovers concentration inequalities and sampling methods for estimating unknown distributions, with a focus on population infection rates.
Sampling strategiesExplores research process, variable types, causality vs correlation, and sampling strategies.
Distribution EstimationCovers the estimation of distributions using various methods such as minimum loss and expectation.
Property TestingCovers the concept of property testing using statistical methods.
Review Session: Module 1Introduces inferential statistics, covering sampling, central tendency, dispersion, histograms, z-scores, and the normal distribution.
Air Pollution AnalysisExplores air pollution analysis using wind data, probability distributions, and trajectory models for air quality assessment.