Modèles bayésiens

(à venir)

Notebooks

• Modèles Bayésiens
  • 2A.ml - Bayesian models with Python

Lectures

• A Bayesian Approximation Method for Online Ranking

• stan case studies

• Edward: A library for probabilistic modeling, inference, and criticism

• Auto-Encoding Variational Bayes

• Particle Gibbs with Ancestor Sampling

• Controlled Sequential Monte Carlo

• Functional probabilistic programming for scalable Bayesian modelling

• Meta-Learning Probabilistic Inference For Prediction

Vidéo

• Variational Inference in Python

• Bayesian Network Modeling using R and Python

Modules

• edward

• elfi

• PyMC3

• bayespy

• kabuki

• bnpy

• pyro : modèle bayèsiens et deep learning

• arviz

• BayesianOptimization, optimisation bayésienne en python pur

Exemples de code

• Probabilistic Models : sont implémentés entre autres, LDA, Chinese Restaurant Process, Indian Restaurant Process, GMM…