2020
PGM
PGM 2020
Probabilistic Graphical Models with Neural Networks in InferPy
Abstract
InferPy is an open-source Python package for variational inference in probabilistic models containing neural networks. Other similar libraries are often difficult for non-expert users. InferPy provides a much more compact and simple way to code such models, at the expense of slightly reducing expressibility and flexibility. The main objective of this package is to permit its use without having a strong theoretical background or thorough knowledge of the deep learning frameworks.
Topics
Artificial Intelligence > Bayesian & Probabilistic > Probabilistic Modeling
Deep Learning > Architectures > Neural Networks
Deep Learning > Models > Variational Inference
Machine Learning > Bayesian & Probabilistic > Probabilistic Modeling
Machine Learning > Bayesian & Probabilistic > Variational Inference
Artificial Intelligence > Bayesian & Probabilistic > Variational Inference