aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
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Probabilistic Programming And Bayesian Methods For Hackers | 26,097 | 5 months ago | 203 | mit | Jupyter Notebook | |||||

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;) | ||||||||||

Edward | 4,503 | 39 | 1 | 4 years ago | 28 | January 22, 2018 | 218 | other | Jupyter Notebook | |

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

Probability | 4,028 | 126 | 316 | 3 months ago | 51 | November 20, 2023 | 652 | apache-2.0 | Jupyter Notebook | |

Probabilistic reasoning and statistical analysis in TensorFlow | ||||||||||

Uncertainty Baselines | 1,324 | 3 months ago | 6 | July 27, 2020 | 120 | apache-2.0 | Python | |||

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

Edward2 | 656 | 2 | 4 months ago | 2 | May 06, 2021 | 75 | apache-2.0 | Jupyter Notebook | ||

A simple probabilistic programming language. | ||||||||||

Probflow | 108 | 3 years ago | 12 | December 28, 2020 | 16 | mit | Python | |||

A Python package for building Bayesian models with TensorFlow or PyTorch | ||||||||||

Toolbox | 104 | 3 years ago | 46 | apache-2.0 | Java | |||||

A Java Toolbox for Scalable Probabilistic Machine Learning | ||||||||||

Birch | 101 | 7 months ago | 3 | apache-2.0 | C++ | |||||

A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods. | ||||||||||

Bayesian Cognitive Modeling In Pymc3 | 90 | 6 years ago | Jupyter Notebook | |||||||

PyMC3 codes of Lee and Wagenmakers' Bayesian Cognitive Modeling - A Pratical Course | ||||||||||

19 Questions | 15 | 2 years ago | 1 | mit | PHP | |||||

A machine learning / bayesian inference engine assigning attributes to objects |

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