Renormalization & ScalingExplores renormalization, scaling, critical points, exponents, and phase transitions in conformal field theory and quantum gravity.
Air Pollution: Correlation AnalysisCovers correlation and cross-correlations in air pollution data analysis, including time series, autocorrelations, Fourier analysis, and power spectrum.
Signal Processing FundamentalsExplores signal processing fundamentals, including discrete time signals, spectral factorization, and stochastic processes.
Optimization and SimulationCovers the Metropolis-Hastings algorithm and gradient-based approaches for biasing searches towards higher likelihood values.
Phase Transitions in the Ising ModelExplores phase transitions in the Ising model, mean magnetization, susceptibility, critical exponents, and the universality of critical exponents.
Estimation and CorrelationExplains estimation, correlation, and Pearson correlation in statistics, focusing on measuring and describing relationships between variables.