rlouf / mcx
Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.
☆329Updated 11 months ago
Alternatives and similar repositories for mcx:
Users that are interested in mcx are comparing it to the libraries listed below
- Statistical Rethinking (2nd ed.) with NumPyro☆451Updated last year
- Just a little MCMC☆221Updated 7 months ago
- BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.☆879Updated this week
- State of the art inference for your bayesian models.☆199Updated 2 months ago
- Tools for an Aesara-based PPL.☆64Updated 3 months ago
- Structural Time Series in JAX☆187Updated 9 months ago
- Python wrapper for nuts-rs☆137Updated this week
- Functional tensors for probabilistic programming☆238Updated last year
- The tiniest of Gaussian Process libraries☆303Updated this week
- Oryx is a library for probabilistic programming and deep learning built on top of Jax.☆246Updated last week
- Documentation:☆119Updated last year
- Tutorials and sampling algorithm comparisons☆70Updated this week
- Database with posteriors of interest for Bayesian inference☆189Updated 6 months ago
- ☆548Updated 2 months ago
- Lightweight library of stochastic gradient MCMC algorithms written in JAX.☆100Updated last year
- ELFI - Engine for Likelihood-Free Inference☆272Updated 7 months ago
- Bayesian Regression Models in Pyro☆70Updated 6 months ago
- Gaussian processes in JAX.☆477Updated 2 weeks ago
- Bayes-Newton—A Gaussian process library in JAX, with a unifying view of approximate Bayesian inference as variants of Newton's method.☆232Updated last year
- A probabilistic programming system for simulators and high-performance computing (HPC), based on PyTorch☆392Updated 9 months ago
- Gaussian process modelling in Python☆222Updated 2 months ago
- Statistical Rethinking with PyTorch and Pyro☆163Updated 5 years ago
- Approximate inference for Markov Gaussian processes using iterated Kalman smoothing, in JAX☆98Updated last year
- Mathematical operations for JAX pytrees☆198Updated 2 months ago
- Exploring and eliciting probability distributions☆115Updated this week
- Probabilistic Numerics in Python.☆448Updated 9 months ago
- ☆142Updated this week
- A Python toolkit for (simulation-based) inference and the mechanization of science.☆52Updated 2 years ago
- Statistical Rethinking: A Bayesian Course Using Python and NumPyro☆90Updated 3 years ago
- An introduction to functional programming for scalable statistical computing☆73Updated 7 months ago