martiningram / mcmc_runtime_comparisonLinks
Compares Stan, PyMC, and PyMC + JAX numpyro sampler on a model for tennis
☆33Updated 3 years ago
Alternatives and similar repositories for mcmc_runtime_comparison
Users that are interested in mcmc_runtime_comparison are comparing it to the libraries listed below
Sorting:
- Simulation based calibration and generation of synthetic data.☆56Updated 2 months ago
- Exploring and eliciting probability distributions☆161Updated 2 weeks ago
- Python wrapper for nuts-rs☆184Updated this week
- Bayesian inference and posterior analysis for Python☆46Updated 2 years ago
- Gaussian Process Model Building Interface☆52Updated 10 months ago
- An HMC/NUTS implementation in Aesara☆31Updated 2 years ago
- A lightweight and performant implementation of HMC and NUTS in Python, spun out of the PyMC project.☆59Updated last year
- Bayesian Regression Models in Pyro☆74Updated last year
- AeMCMC is a Python library that automates the construction of samplers for Aesara graphs representing statistical models.☆39Updated 2 years ago
- Powerful add-ons for PyMC☆131Updated this week
- A comparison of PPL APIs☆27Updated 6 years ago
- Source repository for the online book Exploratory Analysis of Bayesian Models.☆25Updated 2 weeks ago
- Sampling with Blackjax on Aesara☆11Updated 2 years ago
- ☆18Updated 3 years ago
- Database with posteriors of interest for Bayesian inference☆212Updated 4 months ago
- Course material for the PhD course in Advanced Bayesian Learning☆60Updated 10 months ago
- Kullback-Leibler projections for Bayesian model selection in Python☆40Updated 2 weeks ago
- BridgeStan provides efficient in-memory access through Python, Julia, and R to the methods of a Stan model.☆107Updated last week
- Particle Gibbs sampler for Bayesian additive regression trees (BART) in Rust.☆14Updated 4 months ago
- Tools for an Aesara-based PPL.☆67Updated last year
- An interactive visualization tool that transforms probabilistic programming models into an "Interactive Probabilistic Models Explorer".☆24Updated last year
- Solve ODEs fast, with support for PyMC☆117Updated last year
- Tutorials and sampling algorithm comparisons☆79Updated this week
- CmdStanPy is a lightweight interface to Stan for Python users which provides the necessary objects and functions to compile a Stan progra…☆188Updated last month
- Lectures on Quantitative Economics Using JAX☆47Updated 3 weeks ago
- A system for Bayesian estimation of state space models using PyMC☆36Updated 6 months ago
- Self-tuning HMC algorithms and evaluations☆19Updated last year
- Numpyro examples in Python notebooks☆11Updated 5 years ago
- Bayesian Conjugate Models in Python☆36Updated last week
- Inference case studies in jupyter☆93Updated 7 years ago