Python code for "Probabilistic Machine learning" book by Kevin Murphy
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Updated
Dec 19, 2023 - Jupyter Notebook
Python code for "Probabilistic Machine learning" book by Kevin Murphy
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Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
Bayesian Analysis with Python (Second Edition)
Bayesian python toolbox for inference and forecast of the spread of the Coronavirus
Fast & scalable MCMC for all your exoplanet needs!
Generalized linear mixed-effect model in Python
Personal project to compare hierarchical linear regression in PyMC3 and PyStan, as presented at http://pydata.org/london2016/schedule/presentation/30/ video: https://www.youtube.com/watch?v=Jb9eklfbDyg
pymc-learn: Practical probabilistic machine learning in Python
PyMC3 codes of Lee and Wagenmakers' Bayesian Cognitive Modeling - A Pratical Course
📈📄👀A lookup repo for a variety of discrete and continuous distributions (incl. Beta, Binomial, Cauchy, Chi-squared, Geometric, Hypergeometric, Normal & Poisson)
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
Material for AMLD 2020 workshop "Bayesian Inference: embracing uncertainty"
A colourful collection of codes and notebooks, like Planet Sakaar
Bayesian Inference and parameter estimation in quant finance.
Work-In-Progress: conjoint analysis in Python
Colab notebooks exploring different Machine Learning topics.
Public course materials for INFO 510
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