bayesian-inference · GitHub Topics

#计算机科学#Machine learning, in numpy

机器学习 neural-networks topic-modeling gaussian-mixture-models hidden-markov-models gradient-boosting bayesian-inference wavenet vae resnet lstm attention reinforcement-learning knn gaussian-processes word2vec

Python 16.11 k

2 年前

pymc-devs / pymc

Bayesian Modeling and Probabilistic Programming in Python

Python statistical-analysis bayesian-inference mcmc variational-inference probabilistic-programming pytensor

Python 9.07 k

14 小时前

pyro-ppl / pyro

#计算机科学#Deep universal probabilistic programming with Python and PyTorch

Python PyTorch 机器学习 bayesian probabilistic-programming bayesian-inference variational-inference 深度学习

Python 8.79 k

2 个月前

stan-dev / stan

Stan development repository. The master branch contains the current release. The develop branch contains the latest stable development. See the Developer Process Wiki for details.

stan bayesian-inference bayesian bayesian-methods bayesian-statistics

C++ 2.67 k

4 天前

pyro-ppl / numpyro

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

pyro jax hmc inference-algorithms NumPy bayesian-inference probabilistic-programming mcmc

Python 2.47 k

12 天前

google / neural-tangents

Fast and Easy Infinite Neural Networks in Python

neural-networks gaussian-processes jax Kernel deep-networks gradient-descent bayesian-networks bayesian-inference

Jupyter Notebook 2.34 k

1 年前

mckinsey / causalnex

#计算机科学#A Python library that helps data scientists to infer causation rather than observing correlation.

causal-inference causal-models causal-networks bayesian-networks bayesian-inference 机器学习数据科学 causalnex

Python 2.33 k

1 年前

thu-ml / zhusuan

#计算机科学#A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow

bayesian-inference probabilistic-programming graphical-models generative-models 深度学习

Python 2.22 k

2 年前

avehtari / BDA_course_Aalto

Bayesian Data Analysis course at Aalto

bayesian bayesian-inference bayesian-methods

TeX 2.2 k

5 个月前

TuringLang / Turing.jl

#计算机科学#Bayesian inference with probabilistic programming.

机器学习 probabilistic-programming Julia 语言人工智能 bayesian-inference bayesian-statistics mcmc hmc probabilistic-models probabilistic-inference Hacktoberfest

Julia 2.13 k

2 天前

pymc-devs / pymc-resources

PyMC educational resources

bayesian-inference bayesian-statistics 数据科学数据分析

Jupyter Notebook 2.02 k

6 个月前

JavierAntoran / Bayesian-Neural-Networks

#计算机科学#Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

深度学习 bayesian-inference PyTorch reproducible-research mcmc variational-inference uncertainty out-of-distribution-detection classification regression hmc

Jupyter Notebook 1.9 k

2 年前

dotnet / infer

#计算机科学#Infer.NET is a framework for running Bayesian inference in graphical models

机器学习 bayesian-inference

C# 1.59 k

2 个月前

janosh / awesome-normalizing-flows

#Awesome#Awesome resources on normalizing flows.

normalizing-flows variational-inference autoregressive 机器学习 Awesome Lists bayesian-inference

Python 1.53 k

2 个月前

kumar-shridhar / PyTorch-BayesianCNN

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

convolutional-neural-networks bayesian-network PyTorch Python pytorch-cnn bayesian-inference bayesian-statistics image-recognition bayesian-networks variational-inference

Python 1.5 k

1 年前

paul-buerkner / brms

brms R package for Bayesian generalized multivariate non-linear multilevel models using Stan

stan bayesian-inference statistical-models r-package

R 1.33 k

1 个月前

pptacher / probabilistic_robotics

solution of exercises of the book "probabilistic robotics"

bayesian-inference kalman-filter slam navigation particle-filter Julia 语言 MATLAB NumPy C++lapack Robotics autonomous-vehicles Google 云

C++ 1.28 k

2 年前

bambinos / bambi

BAyesian Model-Building Interface (Bambi) in Python.

bayesian-inference Python regression-models statistical-analysis bayesian-statistics

Python 1.16 k

14 天前

tum-pbs / pbdl-book

#计算机科学#Welcome to the Physics-based Deep Learning Book v0.3 - the GenAI Edition

深度学习人工智能 probabilistic-models bayesian-inference 机器学习

Jupyter Notebook 1.11 k

12 天前

stan-dev / rstan

RStan, the R interface to Stan

stan mcmc bayesian-inference bayesian-statistics R r-package

R 1.06 k

5 天前