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The Top 34 Variational Inference Open Source Projects

Categories > Machine Learning > Variational Inference
Pyro ⭐ 6,870
Deep universal probabilistic programming with Python and PyTorch
Pymc3 ⭐ 5,696
Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara
Gpflow ⭐ 1,420
Gaussian processes in TensorFlow
Deepbayes 2018 ⭐ 1,023
Seminars DeepBayes Summer School 2018
Bayesian Neural Networks ⭐ 932
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
Variational Autoencoder ⭐ 817
Variational autoencoder implemented in tensorflow and pytorch (including inverse autoregressive flow)
Pytorch Bayesiancnn ⭐ 810
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
Boltzmann Machines ⭐ 772
Boltzmann Machines in TensorFlow with examples
Bayes Nn ⭐ 444
Lecture notes on Bayesian deep learning
Awesome Vaes ⭐ 438
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
Probabilistic_unet ⭐ 433
A U-Net combined with a variational auto-encoder that is able to learn conditional distributions over semantic segmentations.
Probreg ⭐ 321
Python package for point cloud registration using probabilistic model (Coherent Point Drift, GMMReg, SVR, GMMTree, FilterReg, Bayesian CPD)
Generative_models_tutorial_with_demo ⭐ 282
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..
Awesome Normalizing Flows ⭐ 254
A list of awesome resources on normalizing flows.
Good Papers ⭐ 248
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
Rethinking Numpyro ⭐ 230
Statistical Rethinking (2nd ed.) with NumPyro
Probabilistic Models ⭐ 218
Collection of probabilistic models and inference algorithms
Deep Generative Models For Natural Language Processing ⭐ 211
DGMs for NLP. A roadmap.
Variational Ladder Autoencoder ⭐ 197
Implementation of VLAE
Rethinking Tensorflow Probability ⭐ 158
Statistical Rethinking (2nd Ed) with Tensorflow Probability
Variational Inference With Normalizing Flows ⭐ 147
Reimplementation of Variational Inference with Normalizing Flows (https://arxiv.org/abs/1505.05770)
Celeste.jl ⭐ 143
Scalable inference for a generative model of astronomical images
Tensorflow Mnist Cvae ⭐ 140
Tensorflow implementation of conditional variational auto-encoder for MNIST
Vbmc ⭐ 128
Variational Bayesian Monte Carlo (VBMC) algorithm for posterior and model inference in MATLAB
Normalizing Flows ⭐ 126
Understanding normalizing flows
Bayes By Backprop ⭐ 122
PyTorch implementation of "Weight Uncertainty in Neural Networks"
Bcpd ⭐ 122
Bayesian Coherent Point Drift (BCPD/BCPD++); Source Code Available
Kvae ⭐ 116
Kalman Variational Auto-Encoder
Gpstuff ⭐ 107
GPstuff - Gaussian process models for Bayesian analysis
Mxfusion ⭐ 95
Modular Probabilistic Programming on MXNet
Inverse_rl ⭐ 81
Adversarial Imitation Via Variational Inverse Reinforcement Learning
Rnn Vae ⭐ 40
Variational Autoencoder with Recurrent Neural Network based on Google DeepMind's "DRAW: A Recurrent Neural Network For Image Generation"
Gp Infer Net ⭐ 37
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