Bayesian Graph Structure Learning with applications to Musical Genre Classification Thesis completed in 2021 as part of my masters degree. Supervised by Xiaowen Dong and Pawan Kumar. Pytorch implementations of the algorithms discussed in the paper were produced. Please email me at orlandothefraser@gmail.com for more information.