smsharma / sbi-lecture-mit
Notebook to go along with a lecture for the MIT course 8.16: Data Science in Physics on neural simulation-based inference.
☆55Updated last year
Alternatives and similar repositories for sbi-lecture-mit
Users that are interested in sbi-lecture-mit are comparing it to the libraries listed below
Sorting:
- Gravitational-wave data analysis tools in Jax☆68Updated this week
- JAX-powered Cosmological Particle-Mesh N-body Solver☆40Updated last week
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated 2 weeks ago
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆109Updated last year
- Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection☆65Updated last month
- Curated list of astronomy/astrophysics code packages using JAX☆41Updated 5 months ago
- Investigating the information content in the cosmic web through dark matter halo graphs. Arxiv paper: https://arxiv.org/abs/2207.05202☆13Updated last year
- Gradient Based Nested Sampling☆20Updated last year
- JAX + Units☆47Updated 2 weeks ago
- A system for scientific simulation-based inference at scale.☆165Updated last year
- nessai: Nested Sampling with Artificial Intelligence☆40Updated 2 weeks ago
- PyAutoFit: Classy Probabilistic Programming☆64Updated last week
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆27Updated 2 years ago
- Differentiable Gravitational Waveforms with JAX☆57Updated 8 months ago
- Probabilistic modeling of tabular data with normalizing flows.☆56Updated 3 weeks ago
- My CV☆37Updated this week
- Proximal Nested Sampling for high-dimensional Bayesian model selection☆23Updated last year
- JAX bindings for the NVIDIA cuDecomp library☆36Updated last week
- Probing the nature of dark matter by inferring the dark matter particle mass with machine learning and stellar streams.☆18Updated 2 years ago
- An experiment: emcee implemented in JAX☆25Updated 2 years ago
- Unitful Quantities in JAX☆38Updated this week
- A miscellaneous set of helper functions, custom distributions, and other utilities that I find useful when using NumPyro in my work☆24Updated 3 months ago
- 🐈 Automatic differentiable spectrum modeling of exoplanets/brown dwarfs using JAX, compatible with NumPyro and Optax/JAXopt☆61Updated this week
- Bind any function written in another language to JAX with support for JVP/VJP/batching/jit compilation☆67Updated 3 weeks ago
- Fast, lightweight and parallelised simulation-based inference in JAX.☆18Updated this week
- ☆16Updated 4 years ago
- Neural network nested and MCMC sampling☆22Updated 3 years ago
- A Jax wrapper for cudaKDTree☆10Updated last year
- A JAX package for weak gravitational lensing☆32Updated last year
- Probabilistic programming framework for signal inference algorithms that operate regardless of the underlying grids and their resolutions☆26Updated last week