probabilistic-programming

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bharathgs / Awesome-pytorch-list

A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

Updated Sep 7, 2022

pyro-ppl / pyro

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Deep universal probabilistic programming with Python and PyTorch

python machine-learning deep-learning pytorch probabilistic-programming bayesian bayesian-inference variational-inference probabilistic-modeling

Updated Sep 7, 2022
Python

pymc-devs / pymc

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Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara

python statistical-analysis probabilistic-programming bayesian-inference mcmc variational-inference hacktoberfest aesara

Updated Sep 11, 2022
Python

mxgmn / MarkovJunior

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Probabilistic language based on pattern matching and constraint propagation, 153 examples

language gamedev csharp algorithms procedural-generation voxel cellular-automata probabilistic-programming markovjunior

Updated Sep 3, 2022
C#

probml / pyprobml

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Python code for "Probabilistic Machine learning" book by Kevin Murphy

machine-learning tensorflow pytorch colab pml probabilistic-programming flax jupyter-notebooks pymc3 pyro jax numpyro blackjax

Updated Sep 12, 2022
Jupyter Notebook

blei-lab / edward

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A probabilistic programming language in TensorFlow. Deep generative models, variational inference.

data-science machine-learning statistics deep-learning tensorflow bayesian-methods neural-networks probabilistic-programming

Updated Oct 22, 2019
Jupyter Notebook

tensorflow / probability

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Probabilistic reasoning and statistical analysis in TensorFlow

data-science machine-learning statistics deep-learning tensorflow bayesian-methods neural-networks probabilistic-programming

Updated Sep 9, 2022
Jupyter Notebook

thu-ml / zhusuan

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A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow

deep-learning probabilistic-programming graphical-models bayesian-inference generative-models

Updated Jan 9, 2020
Python

probcomp / Gen.jl

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A general-purpose probabilistic programming system with programmable inference

machine-learning computer-vision deep-learning robotics julia-language probabilistic-programming bayesian gen differentiable-programming

Updated Sep 9, 2022
Julia

TuringLang / Turing.jl

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Bayesian inference with probabilistic programming.

machine-learning julia-language artificial-intelligence probabilistic-programming bayesian-inference mcmc turing probabilistic-graphical-models hmc hamiltonian-monte-carlo bayesian-statistics probabilistic-models bayesian-neural-networks probabilistic-inference

Updated Sep 9, 2022
Julia

xavier-zy / Awesome-pytorch-list-CNVersion

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Awesome-pytorch-list 翻译工作进行中......

python nlp machine-learning facebook computer-vision deep-learning neural-network cv tutorials pytorch utility-library probabilistic-programming papers nlp-library pytorch-tutorials pytorch-models data-sicence awsome-pytorch-list cnversion

Updated Jul 26, 2021
Jupyter Notebook

pyro-ppl / numpyro

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

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

Updated Sep 10, 2022
Python

tylertreat / BoomFilters

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Probabilistic data structures for processing continuous, unbounded streams.

go filter data-stream bloom-filter count-min-sketch probabilistic-programming cuckoo-filter scalable-bloom-filters counting-bloom-filters stable-bloom-filters

Updated Mar 15, 2021
Go

uber / orbit

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A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

Updated Sep 6, 2022
Python

google / uncertainty-baselines

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High-quality implementations of standard and SOTA methods on a variety of tasks.

data-science machine-learning statistics deep-learning tensorflow bayesian-methods neural-networks probabilistic-programming

Updated Sep 9, 2022
Python

stan-dev / pystan2

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PyStan, the Python interface to Stan

python machine-learning statistics probabilistic-programming stan

Updated Feb 17, 2021
Python

probcomp / bayeslite

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BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.

data-science machine-learning databases probabilistic-programming automatic-data-modeling

Updated Aug 7, 2020
Python

brylevkirill / notes

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Resources to learn more about Machine Learning and Artificial Intelligence

machine-learning natural-language-processing information-retrieval reinforcement-learning deep-learning artificial-intelligence knowledge-graph question-answering probabilistic-programming bayesian-inference recommender-systems causal-inference knowledge-representation reasoning

Updated Feb 8, 2022

CosmicMind / Algorithm

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Algorithm is a library of tools that is used to create intelligent applications.

Updated Jan 17, 2020
Swift

JWarmenhoven / DBDA-python

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Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

probabilistic-programming bayesian-inference mcmc pymc3 bayesian-data-analysis hierarchical-models kruschke

Updated Aug 13, 2021
Jupyter Notebook

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