elizavetasemenova / prob-epi
Course materials of "Bayesian Modelling and Probabilistic Programming with Numpyro, and Deep Generative Surrogates for Epidemiology"
☆61Updated last month
Alternatives and similar repositories for prob-epi:
Users that are interested in prob-epi are comparing it to the libraries listed below
- Gaussian Markov Random Fields (GMRFs) and Integrated Nested Laplace Approximation (INLA)☆20Updated 11 months ago
- Code of PriorVAE: encoding spatial priors with variational autoencoders☆12Updated last year
- A simple library to run variational inference on Stan models.☆30Updated last year
- Self-tuning HMC algorithms and evaluations☆18Updated 5 months ago
- Code for utilising VAE as means of doing exact MCMC inference in complex high-dimensional space☆14Updated last year
- Tutorials and sampling algorithm comparisons☆72Updated this week
- An ultra-lightweight JAX implementation of sparse Gaussian processes via pathwise sampling.☆22Updated 4 years ago
- Book Chapter Drafts☆29Updated 6 months ago
- Gaussian processes on graphs and lattices in Stan.☆16Updated 2 weeks ago
- AeMCMC is a Python library that automates the construction of samplers for Aesara graphs representing statistical models.☆39Updated last year
- Sampling with Blackjax on Aesara☆11Updated 2 years ago
- probabilistic programming focused on fun☆40Updated 5 months ago
- Bayesian inference and posterior analysis for Python☆44Updated last year
- Markov chain Monte Carlo general, and Hamiltonian Monte Carlo specific, diagnostics for Stan☆84Updated last month
- A Simple Statistical Distribution Library in JAX☆16Updated last year
- Efficient, lightweight variational inference and approximation bounds☆43Updated last year
- Bayesian Conjugate Models in Python☆25Updated this week
- Kullback-Leibler projections for Bayesian model selection in Python☆33Updated this week
- An introduction to functional programming for scalable statistical computing☆73Updated 9 months ago
- ☆17Updated 2 years ago
- Some teaching material and other educational resources☆41Updated 5 months ago
- A curated list of awesome Bayesian statistics blogs and resources☆22Updated last year
- BridgeStan provides efficient in-memory access through Python, Julia, and R to the methods of a Stan model.☆97Updated last month
- Public code for running Stochastic Gradient Descent on GPs.☆36Updated 5 months ago
- ☆27Updated 6 months ago
- Lectures on Quantitative Economics Using JAX☆36Updated 2 weeks ago
- Easily combine predictions from multiple Bayesian models using techniques including (pseudo) Bayesian model averaging, hierarchical stack…☆34Updated 4 months ago
- Source repository for the online book Exploratory Analysis of Bayesian Models.☆20Updated this week
- ☆54Updated 2 years ago
- Conformal Bayes with importance sampling☆19Updated 3 years ago