martiningram/bayes_workshop

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martiningram/bayes_workshop

martiningram

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Materials for a one-day Introduction to Bayesian Inference

mcmc_runtime_comparison

Compares Stan, PyMC, and PyMC + JAX numpyro sampler on a model for tennis

Jupyter Notebook

jax_advi

paired-comparison-gp-laplace

Paired comparison model using Gaussian Process prior

Jupyter Notebook

jax_elo

Extensions to the Elo algorithm implemented in JAX

jax_vs_numba_glicko

Comparing Jax and Numba for Glicko code

tennis_bayes_point_based

Code for "A point-based Bayesian hierarchical model to predict the outcome of tennis matches"

Jupyter Notebook

roccupy

Fast multi-species occupancy detection modelling from R using OccuPy + reticulate

svgp

Code to fit scalable variational Gaussian processes (SVGP)

Jupyter Notebook

sdm_ml

Machine learning models for (multi-) species distribution models to accompany the manuscript "Multi-Output Gaussian Processes for Species Distribution Modelling"

Jupyter Notebook

tennis-stan

Jupyter notebooks and data to fit Bayesian Models for Tennis Prediction

Jupyter Notebook

laplace_gp

Laplace approximation to GP in numpy

Jupyter Notebook

inla-python-experiments

Trying to get something like INLA going in python

Jupyter Notebook

tennisratingscpp

Fast tennis ratings calculations in R using Rcpp.

tennis-sim

Some simple code to do Monte Carlo simulations of tennis matches

tennis-data

Python-based tools to scrape tennis data and read datasets.

dadvi

tennis_formats

Simulation for various tennis formats

Jupyter Notebook

tennis_monte_carlo

A Monte Carlo simulator for tennis matches written in C++. It is set up to support both iid. simulation and the simulation of every possible non-iid. effect.

stan_meetup_talk_august

A short talk on simple models in Stan (Linear regression & hierarchical models)

Jupyter Notebook

elo_demo_r

Just a quick demo of elo in R

stan_f1

Jupyter Notebook

hmm-em

EM & Viterbi algorithm implementations as an exercise for study group

Jupyter Notebook

tennis-point-parser

Turns boolean sequence of server win/loss back into match scores.

jax-hmc

Hamiltonian Monte Carlo in JAX

Jupyter Notebook

glicko-python

A simple implementation of the Glicko rating system

elo-scheme

Just having a bit of fun with MIT Scheme after watching SICP

dadvi-experiments

Jupyter Notebook

hilbert_aging_pymc

Some experiments with tennis player aging curves using Hilbert space GPs in PyMC. Only experimental for now.

Jupyter Notebook