PrerequisiteElementary multivariate calculus, elementary statistics. Some basic General Relativity and Statistical Mechanics may help in following the applications.AbstractThe course is targeted to those who know beginning graduate level physics but do not know machine learning. We will cover important methods in machine learning with a view to their applications to current physics such as stri...
PrerequisiteProbability theory, Mathematical statistics, Machine learningAbstractMachine learning considers many models. Some are interpretable, others are probabilistic, and others are used in practice. Gaussian process-based models have all these properties: they are interpretable, probabilistic, and lead to practical solutions. The history of applications of Gaussian process regression in ma...