variational-bayes

There are 1 repository under variational-bayes topic.

kumar-shridhar / PyTorch-BayesianCNN
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
convolutional-neural-networks bayesian-network bayesian-convnets bayes-by-backprop pytorch python pytorch-cnn bayesian-neural-networks bayesian-deep-learning bayesian-inference bayesian-statistics image-recognition aleatoric-uncertainties bayes bayesian-networks variational-inference variational-bayes
Language:Python 1352
scverse / scvi-tools
Deep probabilistic analysis of single-cell and spatial omics data
cite-seq deep-generative-model deep-learning human-cell-atlas scrna-seq scverse single-cell-genomics single-cell-rna-seq variational-autoencoder variational-bayes
Language:Python 1120
matthewvowels1 / Awesome-VAEs
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
awesome-list deep-learning disentangled-representations disentanglement generative-model representation-learning unsupervised-learning vae variational-auto-encoder variational-autoencoder variational-bayes variational-inference
755
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
chatbot cvae deep-learning dialogue-systems end-to-end generative-model variational-autoencoder variational-bayes
Language:OpenEdge ABL 309
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.
clustering mixture-model variational-bayes bayesian-inference nonparametrics
Language:C++ 138
ivannz / cplxmodule
Complex-valued neural networks for pytorch and Variational Dropout for real and complex layers.
pytorch complex-networks variational-bayes dropout sparsification
Language:Python 128
Variational-Capsule-Routing
fabio-deep / Variational-Capsule-Routing
Official Pytorch code for (AAAI 2020) paper "Capsule Routing via Variational Bayes", https://arxiv.org/pdf/1905.11455.pdf
capsule capsule-network variational-bayes capsnet pytorch computer-vision neural-networks machine-learning python
Language:Python 104
ReactiveBayes / ReactiveMP.jl
High-performance reactive message-passing based Bayesian inference engine
bayesian-inference inference julia message-passing probabilistic-graphical-models probabilistic-programming variational-bayes variational-inference
Language:Julia 90
ivannz / mlss2019-bayesian-deep-learning
MLSS2019 Tutorial on Bayesian Deep Learning
bayesian-deep-learning active-learning variational-bayes mlss2019-moscow
Language:Jupyter Notebook 89
simslab / scHPF
Single-cell Hierarchical Poisson Factorization
scrna-seq dimensionality-reduction variational-bayes
Language:Python 62
pypmc / pypmc
Clustering with variational Bayes and population Monte Carlo
clustering python variational-bayes population-monte-carlo markov-chain importance-sampling cython
Language:Python 48
catniplab / vlgp
Dimensionality reduction of spikes trains
dimensionality-reduction gaussian-processes spike-trains variational-bayes
Language:Python 46
skesiraju / BaySMM
Model for learning document embeddings along with their uncertainties
variational-bayes unsupervised-learning uncertainties document-embeddings
Language:Python 35
DrugowitschLab / VBLinLogit
Variational Bayes linear and logistic regression
machine-learning variational-bayes linear-regression logistic-regression
Language:MATLAB 31
mingzhang-yin / ARM-gradient
Low-variance, efficient and unbiased gradient estimation for optimizing models with binary latent variables. (ICLR 2019)
discrete-optimization variance-reduction variational-bayes stochastic-optimization
Language:Python 27
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)
meta-learning generalization overfitting memorization-problem variational-bayes representation-learning
Language:Jupyter Notebook 20
geekysuavo / variational-bayes-cs
Scalable sparse Bayesian learning for large CS recovery problems
compressed-sensing sparse-linear-systems bayesian-inference variational-bayes
Language:MATLAB 19
abhiagwl / vistan
A simple library to run variational inference on Stan models.
autograd automatic-differentiation inference inference-algorithms iw-sampling normalizing-flows posterior pystan rank-gaussian realnvp stan stan-models variational-bayes variational-inference
Language:Python 15
hanyas / mimo
A toolbox for inference of mixture models
hierarchical-models mixture-models inference variational-inference markov-chain-monte-carlo vi mcmc gibbs-sampling clustering regression dirichlet-process-mixtures infinite-mixtures infinite-regression-mixtures mixture-of-experts gmm bayesian-gmm variational-bayes probabilistic-modeling stochastic-variational-inference
Language:Python 15
beginaid / GMM-EM-VB
This repository is for sharing the scripts of EM algorithm and variational bayes.
em-algorithm variational-inference variational-bayes gmm gmm-clustering
Language:Python 12
huajh / variational_bayesian_clusterings
variational Bayesian algorithm for Brain MR image Segmentation
variational-bayesian-clusterings matlab bayesian-inference clustering laplacian expectation-maximization image-segmentation variational-bayes gmm
Language:C 10
scala-infer / scala-infer
Scala embedded universal probabilistic programming language
scala probabilistic probabilistic-programming-language dsl autodiff autodifferentiation bayesian-inference variational-inference variational-bayes
Language:Scala 10
xxl4tomxu98 / econometrics-gdp-dpi-VAR
Multivariate time series Vector Autoregression Model (VAR) on real world GDP and DPI (and some other indexes). Bayesian Structured Time Series (BSTS).
statmodels python vector-autoregression-models econometric-analysis forecasting-models time-series-analysis bayesian-inference bayesian-var-models copula-path-forecast latent-factor-model variational-bayes dynamic-generalized-linear-models multi-step-ahead-forecasting
Language:Jupyter Notebook 9
catniplab / vjf
Variational Joint Filtering
state-space-model online-learning variational-bayes system-identification bayesian-filtering gaussian-processes rbf-network
Language:Python 8
idnavid / misc
machine-learning probability-distribution probability-theory variational-bayes variational-inference
Language:Jupyter Notebook 8
geekysuavo / sbl-sandbox
The sparse Bayesian learning sandbox
bayesian-inference compressed-sensing variational-bayes sparse-bayesian-learning
Language:Python 6
fangleai / Variational-inference-on-MNIST
A list of variational inference algorithms and their performance on MNIST
python3 variational-inference-algorithms mnist review vae flow iaf variational-bayes
5
marchinilab / SDA4D
R package SDA4D for performing 4-dimensional sparse Bayesian tensor decomposition
parafac tensor-decomposition bayesian-methods variational-bayes sparse
Language:R 5
AntixK / sGMRFmix
A Python library for sGMRFmix model for anomaly detection in time series
anomaly-detection cpp graphical-lasso machine-learning python3 sgmrfmix sparse-modeling sparse-representations time-series variational-bayes
Language:Jupyter Notebook 4
fvlankvelt / emmy
Embedded Scala probabilistic programming language
variational-bayes scalability bayes bayesian-data-analysis bayesian-inference scala
Language:Scala 4
iivek / dag-constrained-nmf
Nonnegative matrix factorization with DAG constraints. A probabilistic formulation, variational learning.
dag nmf probabilistic-graphical-models recommender-system variational-bayes variational-inference
Language:Matlab 3
iivek / group-sparse-nmf-vb
Group sparse NMF, variational Bayesian learning.
nmf variational-bayes group-sparse topic-modeling
Language:MATLAB 3
JBris / prefect-surrogate-models
Demonstrating the use of Prefect to orchestrate the creation of machine learning surrogate models as applied to mechanistic crop models.
bayesian-optimization botorch dask gpytorch prefect prefect-agent surrogate-based-optimization surrogate-models variational-bayes variational-inference docker docker-compose dvc minio mlflow mlflow-tracking-server mlops mechanistic-models pcse process-modeling
Language:HTML 3
Sheev13 / vae
PyTorch implementation of a variational autoencoder (VAE) for use on multi-channel 2D data such as images
bayesian-inference generative-ai generative-model machine-learning probabilistic-machine-learning vae vae-pytorch variational-autoencoder variational-bayes variational-inference amortised-variational-inference
Language:Jupyter Notebook 3
vidhig / stock-closing-price-prediction-bayesian-analysis
Using mean filed approximation techniques on time series analysis forecast the closing price of Amazon's stocks.
bayesian-methods variational-bayes python3 jupyter-notebook time-series-forecasting
Language:Jupyter Notebook 2
yuanz271 / vlgpax
JAX version of vLGP (github.com/catniplab/vlgp)
dimensionality-reduction gaussian-processes jax spike-trains variational-bayes
Language:Python 2

variational-bayes

kumar-shridhar / PyTorch-BayesianCNN

scverse / scvi-tools

matthewvowels1 / Awesome-VAEs

snakeztc / NeuralDialog-CVAE

dsteinberg / libcluster

ivannz / cplxmodule

fabio-deep / Variational-Capsule-Routing

ReactiveBayes / ReactiveMP.jl

ivannz / mlss2019-bayesian-deep-learning

simslab / scHPF

pypmc / pypmc

catniplab / vlgp

skesiraju / BaySMM

DrugowitschLab / VBLinLogit

mingzhang-yin / ARM-gradient

mingzhang-yin / Meta-learning-without-memorization

geekysuavo / variational-bayes-cs

abhiagwl / vistan

hanyas / mimo

beginaid / GMM-EM-VB

huajh / variational_bayesian_clusterings

scala-infer / scala-infer

xxl4tomxu98 / econometrics-gdp-dpi-VAR

catniplab / vjf

idnavid / misc

geekysuavo / sbl-sandbox

fangleai / Variational-inference-on-MNIST

marchinilab / SDA4D

AntixK / sGMRFmix

fvlankvelt / emmy

iivek / dag-constrained-nmf

iivek / group-sparse-nmf-vb

JBris / prefect-surrogate-models

Sheev13 / vae

vidhig / stock-closing-price-prediction-bayesian-analysis

yuanz271 / vlgpax