Inference of Reaction KineticsFocuses on the inference of reaction kinetics in combustion, covering rules inference, sensitivity analysis, and Bayesian inference.
Spatial Statistics and AnalysisCovers spatial statistics, spatial variability, interpolation, uncertainty assessment, and hands-on exercises in spatial analysis and statistics.
Variational Auto-Encoders and NVIBExplores Variational Auto-Encoders, Bayesian inference, attention-based latent spaces, and the effectiveness of Transformers in language processing.
Probabilistic Linear RegressionExplores probabilistic linear regression, covering joint and conditional probability, ridge regression, and overfitting mitigation.
Probability and StatisticsIntroduces probability, statistics, distributions, inference, likelihood, and combinatorics for studying random events and network modeling.
