Yes, there is a BayesianGaussianMixture class in sklearn.mixture [0]. There’s also sklearn.gaussian_process [1] which offers Gaussian process classification and regression, Bayesian learning algorithms which can be thought of as analogs of the support vector machine. Rasmussen’s Gaussian Processes for Machine Learning (2006) is a great introduction despite being a little old. [2].