variational-bayes 开源项目推荐（69 个）

scverse /scvi-tools

单细胞和空间组学数据的深度概率分析

kumar-shridhar /PyTorch-BayesianCNN

Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.

matthewvowels1 /Awesome-VAEs

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

snakeztc /NeuralDialog-CVAE

Tensorflow Implementation of Knowledge-Guided CVAE for dialog generation ACL 2017. It is released by Tiancheng Zhao (Tony) from Dialog Research Center, LTI, CMU

ivannz /cplxmodule

Complex-valued neural networks for pytorch and Variational Dropout for real and complex layers.

dsteinberg /libcluster

An extensible C++ library of Hierarchical Bayesian clustering algorithms, such as Bayesian Gaussian mixture models, variational Dirichlet processes, Gaussian latent Dirichlet allocation and more.

ReactiveBayes /ReactiveMP.jl

High-performance reactive message-passing based Bayesian inference engine

fabio-deep /Variational-Capsule-Routing

Official Pytorch code for (AAAI 2020) paper "Capsule Routing via Variational Bayes", https://arxiv.org/pdf/1905.11455.pdf

ivannz /mlss2019-bayesian-deep-learning

MLSS2019 Tutorial on Bayesian Deep Learning

simslab /scHPF

Single-cell Hierarchical Poisson Factorization

pypmc /pypmc

Clustering with variational Bayes and population Monte Carlo

catniplab /vlgp

Dimensionality reduction of spikes trains

DrugowitschLab /VBLinLogit

Variational Bayes linear and logistic regression

skesiraju /BaySMM

Model for learning document embeddings along with their uncertainties

abhiagwl /vistan

A simple library to run variational inference on Stan models.

geekysuavo /variational-bayes-cs

Scalable sparse Bayesian learning for large CS recovery problems

mingzhang-yin /ARM-gradient

Low-variance, efficient and unbiased gradient estimation for optimizing models with binary latent variables. (ICLR 2019)

mingzhang-yin /Meta-learning-without-memorization

A study on the following problems: what the memorization problem is in meta-learning; why memorization problem happens; and how we can prevent it. (ICLR 2020)

beginaid /GMM-EM-VB

This repository is for sharing the scripts of EM algorithm and variational bayes.

hanyas /mimo

A toolbox for inference of mixture models