The Mathematics Of Gaussian Processes For Bayesian Optimization: Kernel Selection And Cholesky FactorizationA comprehensive technical exploration of the mathematics of gaussian processes for bayesian optimization: kernel selection and cholesky factorization, covering key concepts, practical implementations, and real-world applications.