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The Top 34 Variational Inference Open Source Projects

Categories > Machine Learning > Variational Inference
Pyro ⭐ 7,032
Deep universal probabilistic programming with Python and PyTorch
Pymc3 ⭐ 5,913
Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara
Gpflow ⭐ 1,483
Gaussian processes in TensorFlow
Deepbayes 2018 ⭐ 1,035
Seminars DeepBayes Summer School 2018
Bayesian Neural Networks ⭐ 1,030
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
Variational Autoencoder ⭐ 870
Variational autoencoder implemented in tensorflow and pytorch (including inverse autoregressive flow)
Pytorch Bayesiancnn ⭐ 867
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
Boltzmann Machines ⭐ 786
Boltzmann Machines in TensorFlow with examples
Awesome Vaes ⭐ 491
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
Bayes Nn ⭐ 445
Lecture notes on Bayesian deep learning
Probabilistic_unet ⭐ 441
A U-Net combined with a variational auto-encoder that is able to learn conditional distributions over semantic segmentations.
Probreg ⭐ 368
Python package for point cloud registration using probabilistic model (Coherent Point Drift, GMMReg, SVR, GMMTree, FilterReg, Bayesian CPD)
Awesome Normalizing Flows ⭐ 340
A list of awesome resources on normalizing flows.
Generative_models_tutorial_with_demo ⭐ 290
Generative Models Tutorial with Demo: Bayesian Classifier Sampling, Variational Auto Encoder (VAE), Generative Adversial Networks (GANs), Popular GANs Architectures, Auto-Regressive Models, Important Generative Model Papers, Courses, etc..
Rethinking Numpyro ⭐ 254
Statistical Rethinking (2nd ed.) with NumPyro
Good Papers ⭐ 251
I try my best to keep updated cutting-edge knowledge in Machine Learning/Deep Learning and Natural Language Processing. These are my notes on some good papers
Deep Generative Models For Natural Language Processing ⭐ 240
DGMs for NLP. A roadmap.
Probabilistic Models ⭐ 221
Collection of probabilistic models and inference algorithms
Variational Ladder Autoencoder ⭐ 198
Implementation of VLAE
Rethinking Tensorflow Probability ⭐ 178
Statistical Rethinking (2nd Ed) with Tensorflow Probability
Variational Inference With Normalizing Flows ⭐ 158
Reimplementation of Variational Inference with Normalizing Flows (https://arxiv.org/abs/1505.05770)
Celeste.jl ⭐ 154
Scalable inference for a generative model of astronomical images
Tensorflow Mnist Cvae ⭐ 140
Tensorflow implementation of conditional variational auto-encoder for MNIST
Vbmc ⭐ 138
Variational Bayesian Monte Carlo (VBMC) algorithm for posterior and model inference in MATLAB
Bcpd ⭐ 136
Bayesian Coherent Point Drift (BCPD/BCPD++); Source Code Available
Normalizing Flows ⭐ 127
Understanding normalizing flows
Bayes By Backprop ⭐ 124
PyTorch implementation of "Weight Uncertainty in Neural Networks"
Kvae ⭐ 119
Kalman Variational Auto-Encoder
Gpstuff ⭐ 115
GPstuff - Gaussian process models for Bayesian analysis
Mxfusion ⭐ 98
Modular Probabilistic Programming on MXNet
Inverse_rl ⭐ 81
Adversarial Imitation Via Variational Inverse Reinforcement Learning
Rnn Vae ⭐ 39
Variational Autoencoder with Recurrent Neural Network based on Google DeepMind's "DRAW: A Recurrent Neural Network For Image Generation"
Gp Infer Net ⭐ 38
Scalable Training of Inference Networks for Gaussian-Process Models, ICML 2019
Variational_gradient_matching_for_dynamical_systems ⭐ 23
Sample code for the NIPS paper "Scalable Variational Inference for Dynamical Systems"
1-34 of 34 projects
Advertising 📦 10
All Projects
Application Programming Interfaces 📦 124
Applications 📦 192
Artificial Intelligence 📦 78
Blockchain 📦 73
Build Tools 📦 113
Cloud Computing 📦 80
Code Quality 📦 28
Collaboration 📦 32
Command Line Interface 📦 49
Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
Messaging 📦 98
Networking 📦 315
Operating Systems 📦 89
Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
Text Processing 📦 136
User Interface 📦 330
User Interface Components 📦 514
Version Control 📦 30
Virtualization 📦 71
Web Browsers 📦 42
Web Servers 📦 26
Web User Interface 📦 210