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Python code for "Machine learning: a probabilistic perspective" (2nd edition)
Updated
Jul 28, 2021
Python
A site that displays up to date COVID-19 stats, powered by fastpages.
Updated
Jul 28, 2021
Jupyter Notebook
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
Updated
Oct 26, 2020
Jupyter Notebook
Bayesian Analysis with Python (Second Edition)
Updated
Nov 18, 2020
Jupyter Notebook
pymc-learn: Practical probabilistic machine learning in Python
Updated
Jan 24, 2021
Python
Generalized linear mixed-effect model in Python
Updated
Aug 17, 2018
Jupyter Notebook
Fast & scalable MCMC for all your exoplanet needs!
Updated
Jul 26, 2021
Python
Updated
May 22, 2016
Jupyter Notebook
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
Updated
Feb 21, 2019
Jupyter Notebook
PyMC3 codes of Lee and Wagenmakers' Bayesian Cognitive Modeling - A Pratical Course
Updated
Nov 13, 2017
Jupyter Notebook
Bayesian python toolbox for inference and forecast of the spread of the Coronavirus
Updated
Jul 16, 2021
Jupyter Notebook
A colourful collection of codes and notebooks, like Planet Sakaar
Updated
Dec 2, 2020
Jupyter Notebook
Work-In-Progress: conjoint analysis in Python
Updated
Apr 29, 2018
Python
Solve ODEs fast, with support for PyMC3
Updated
May 4, 2021
Jupyter Notebook
PyMC3-like Interface for Pyro
Updated
Dec 1, 2019
Jupyter Notebook
Demonstrating the benefits of using Bayesian Inference and PYMC3 for estimating the parameters of stochastic processes commonly used in quantitative finance.
Updated
Feb 18, 2019
Jupyter Notebook
Material for AMLD 2020 workshop "Bayesian Inference: embracing uncertainty"
Updated
Jan 27, 2020
Jupyter Notebook
📈 📄 👀 A lookup repo for a variety of discrete and continuous distributions (incl. Beta, Binomial, Cauchy, Chi-squared, Geometric, Hypergeometric, Normal & Poisson)
Updated
Jan 23, 2018
Jupyter Notebook
Bayesian AB Tests Examples
Updated
Jun 29, 2017
Jupyter Notebook
Short introduction to Bayesian statistical modelling with PyMC3
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Jan 27, 2020
Jupyter Notebook
Differentiable interface to FEniCS for PyMC3
Updated
Feb 28, 2021
Python
Bayesian Regression Models using pymc3
Updated
Feb 4, 2017
Jupyter Notebook
A bayesian approach to examining default mode network functional connectivity and cognitive performance in major depressive disorder
Updated
Aug 23, 2019
Python
Book: Practical Probabilistic Machine Learning in Python
Case studies with Bayesian methods
Updated
Jul 15, 2021
Jupyter Notebook
Demonstrating HMC and ADVI algorithms for Bayesian data analysis using PYMC3.
Updated
Nov 7, 2018
Jupyter Notebook
Following "Doing Bayesian Data Analysis", in python
Updated
Nov 11, 2020
Jupyter Notebook
Bayesian Gene Heritability Analysis from GWAS summary statistics
Updated
Apr 2, 2021
Python
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We need some simple unit tests that confirm proper estimation of the initial state probabilities (e.g.
gamma_0with a Dirichlet prior in most of our models).