pymc

There are 2 repositories under pymc topic.

CamDavidsonPilon / Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
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 ;)
bayesian-methods data-science jupyter-notebook mathematical-analysis pymc statistics
Language:Jupyter Notebook 26426
markdregan / Bayesian-Modelling-in-Python
A python tutorial on bayesian modeling techniques (PyMC3)
bayesian-statistics pymc python tutorial
Language:Jupyter Notebook 2463
aloctavodia / Statistical-Rethinking-with-Python-and-PyMC3
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath
pymc bayesian-data-analysis statistics python data-science
Language:Jupyter Notebook 825
CausalPy
pymc-labs / CausalPy
A Python package for causal inference in quasi-experimental settings
causal-inference pymc quasi-experimental quasi-experiments
Language:Python 813
ericmjl / bayesian-stats-modelling-tutorial
How to do Bayesian statistical modelling using numpy and PyMC3
pymc bayesian bayesian-data-science bayesian-inference bayesian-statistics bayesian-data-analysis
Language:Jupyter Notebook 649
py-mine / PyMine-Server
A fast and easy to use, moddable, Python based Minecraft server!
minecraft mc mcje java-edition python minecraft-server mc-server mcserver minecraftserver plugins-api pymine pythonmine pythonminecraft pymc mcpy server asyncio async-networking async plugins
Language:Python 172
pymc-devs / sunode
Solve ODEs fast, with support for PyMC
ordinary-differential-equations sundials autodiff pymc
Language:Jupyter Notebook 98
pymc-devs / symbolic-pymc
Tools for the symbolic manipulation of PyMC models, Theano, and TensorFlow graphs.
minikanren symbolic-computation symbolic-math probabilistic-programming bayesian pymc relational-programming theano tensorflow
Language:Python 61
ericmjl / flu-sequence-predictor
An experimental deep learning & genotype network-based system for predicting new influenza protein sequences.
flu flu-forecaster protein-sequences influenza influenza-protein-sequences pymc vaccine flask bokeh deep-learning variational-autoencoders gaussian-processes
Language:Jupyter Notebook 37
pymc-data-umbrella
pymc-devs / pymc-data-umbrella
Website: Data Umbrella & PyMC open source sessions
bayesian datascience opensource probabilistic-programming pymc python sprint
Language:Jupyter Notebook 26
JuBiotech / calibr8
Toolbox for non-linear calibration modeling.
bayesian-inference calibration calibration-curve likelihood-functions pymc
Language:Jupyter Notebook 23
ExcelsiorCJH / Bayesian-with-Python
프로그래머를 위한 베이지안 with 파이썬
bayesian bayesian-inference bayesian-methods pymc python
Language:Jupyter Notebook 22
Haoen-Cui / baker-bayesian-analysis-in-docker
Baker Project: Dockerfile for Bayesian Analysis
docker rstan stan pymc pymc3 bugs openbugs jags
Language:Dockerfile 7
JBris / model-calibration-evaluation
Evaluating model calibration methods for sensitivity analysis, uncertainty analysis, optimisation, and Bayesian inference
bayesian-optimization bayesian-statistics pymc sensitivity-analysis uncertainty-analysis polynomial-chaos polynomial-chaos-expansion differential-evolution-mcmc sobol-indices global-optimization approximate-bayesian-computation kriging surrogate-models optuna shuffled-complex-evolution likelihood-free-inference bolfi simulation-based-inference deep-learning generative-neural-network
Language:Python 7
petrushev / statistical-rethinking
Solutions to some of the problems in "Statistical Rethinking"
bayesian-statistics ipynb learning pymc pymc3 python statistics
Language:Jupyter Notebook 7
py-mine / PyMine-Server-example-plugin
An example plugin for the PyMine-Server plugin system
pymine pymc plugin example example-plugin pymine-plugin pymine-server minecraft
Language:Python 6
symeneses / SBM
Scalable Bayesian Modelling: A comparison
bayesian-inference numpyro pymc blackjack
Language:Jupyter Notebook 6
mathigatti / EmotionsInferenceWithMicrosoftBand
Physiological signals recorded with a Microsoft Band 2 are processed and modeled with a basic bayesian model to infer exaltation and relaxation states of mind
microsoft microsoft-band-2 bayesian-inference physiological-signals pymc3 pymc emotion-recognition physiological-data sshelper microsoft-band
Language:Jupyter Notebook 4
michaelosthege / pytensor-federated
Distributed differentiable graph computation using PyTensor
federated-learning graph grpc pymc pytensor
Language:Python 4
OriolAbril / sphinx-primer
A sphinx primer for ArviZ and PyMC contributors
sphinx sphinx-doc arviz pymc pymc3
Language:Python 4
cohensimpson / money
Replication materials for "The Relational Bases of Informal Financial Cooperation" (Simpson, In Prep.)
bayesian-inference behavioural-ecology biology computational-social-science cooperation economics finance friendship human-evolution kinship money money-lending pymc python social-network-analysis sociology dirichlet-multinomial statistics international-development reciprocity
Language:Python 3
GarrettMooney / pymc3_robust_regression
Robust Linear Regression with PyMC3
robust-linear-regression python pymc3 pymc linear-regression bayesian bayesian-statistics mcmc
Language:Jupyter Notebook 3
JBris / pymc-horseshoe
Horseshoe regression model fitted in PyMC.
bayesian-inference bayesian-statistics horseshoe horseshoe-prior pymc sparse-regression regularisation shrinkage shrinkage-priors
Language:Jupyter Notebook 3
matsunagalab / lecture_ML
Google colab notebooks used in a lecture on machine learning
lecture notebooks pymc scikit-learn torch
Language:Jupyter Notebook 3
Nuclear-Verification-and-Disarmament / bicyclus
Bicyclus, a Bayesian Inference module for Cyclus
bayesian-inference cyclus nuclear-fuel-cycle pymc
Language:Python 3
JBris / bayes-growth-bdd
Demonstrating the use of behavior-driven development (BDD) to Bayesian growth models for assumption tracking.
bayesian bayesian-inference bayesian-statistics bdd bdd-framework gherkin gherkin-language growth-curves growth-models behavior-driven-development fisheries sharks statistics multi-level-model multi-level-modeling docker docker-compose pymc behave-framework behave
Language:Python 2
JBris / pymc_ode
Going through the tutorials for integrating PyMC with ODEs
differential-equations lotka-volterra lotka-volterra-equations lotka-volterra-model lotkas-law ode ode-model odes pymc pymc3
Language:Jupyter Notebook 2
JBris / synthetic-control-pymc
Tutorials for the synthetic control method for causal inference using PyMC
bayesian-inference bayesian-statistics causal-discovery causal-inference causal-models causality pymc python synthetic-control synthetic-control-method causal-modeling causal-modelling bayesian-models causality-algorithms causality-analysis
Language:Jupyter Notebook 2
aaron1rcl / heteroscedastic_data
Various models and techniques to show how to handle heteroscedastic data
data-science heteroscedasticity inference regression-models pymc
Language:Jupyter Notebook 1
abcSKY666 / mcscript
Minecraft BE Edition Python Scripts
mc minecraft bedrock minecraft-bot pymc python minecraft-bot-client
Language:Python 1
broesler / stats_rethinking
Python version of McElreath's Statistical Rethinking package
pymc statistics
Language:Python 1
jaredxfeng / rethinking
Statistical rethinking by Richard McElreath. Learning notes, code port to PyMC (mainly for MCMC) v5 & Numpyro (mainly for `quap`).
bayesian-statistics causal-inference learning-by-doing pymc numpyro
Language:Jupyter Notebook 1
JBris / pymc-mlflow-deployment
Testing deployment of PyMC models using MLFlow and BentoML.
bayesian-inference bayesian-statistics bentoml bentoml-service devops docker mlflow mlflow-tracking mlflow-tracking-server mlops pymc boto3 botocore hydra minio minio-server mlops-workflow pymc-experimental
Language:Python 1
jhrcook / tumoroscope-pymc
Python package of the 'Tumoroscope' model implemented in PyMC.
bayesian bayesian-model pymc python tumoroscope hacktoberfest
Language:Python 1
PyLadies-LosAngeles / 2019-mar-14
Pi Day with PyLadies || How to Contribute to Open Source Projects & Networking @ Verizon Digital Media Services
opensource arviz pymc git contributing
1
spug
suratpug / spug
Surat Python Users Group
python jupyter-notebook django flask pandas-tutorial machinelearning deeplearning natural-language-processing python-3 numpy matplotlib data-science scikit-learn spacy nltk probabilistic-programming quantitative-finance quantitative-economics pymc opencv
Language:Jupyter Notebook 1

pymc

CamDavidsonPilon / Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

markdregan / Bayesian-Modelling-in-Python

aloctavodia / Statistical-Rethinking-with-Python-and-PyMC3

pymc-labs / CausalPy

ericmjl / bayesian-stats-modelling-tutorial

py-mine / PyMine-Server

pymc-devs / sunode

pymc-devs / symbolic-pymc

ericmjl / flu-sequence-predictor

pymc-devs / pymc-data-umbrella

JuBiotech / calibr8

ExcelsiorCJH / Bayesian-with-Python

Haoen-Cui / baker-bayesian-analysis-in-docker

JBris / model-calibration-evaluation

petrushev / statistical-rethinking

py-mine / PyMine-Server-example-plugin

symeneses / SBM

mathigatti / EmotionsInferenceWithMicrosoftBand

michaelosthege / pytensor-federated

OriolAbril / sphinx-primer

cohensimpson / money

GarrettMooney / pymc3_robust_regression

JBris / pymc-horseshoe

matsunagalab / lecture_ML

Nuclear-Verification-and-Disarmament / bicyclus

JBris / bayes-growth-bdd

JBris / pymc_ode

JBris / synthetic-control-pymc

aaron1rcl / heteroscedastic_data

abcSKY666 / mcscript

broesler / stats_rethinking

jaredxfeng / rethinking

JBris / pymc-mlflow-deployment

jhrcook / tumoroscope-pymc

PyLadies-LosAngeles / 2019-mar-14

suratpug / spug