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.
☆54Updated 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
- Gradient Based Nested Sampling☆20Updated last year
- Gravitational-wave data analysis tools in Jax☆67Updated this week
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆108Updated last year
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated last year
- Investigating the information content in the cosmic web through dark matter halo graphs. Arxiv paper: https://arxiv.org/abs/2207.05202☆12Updated last year
- nessai: Nested Sampling with Artificial Intelligence☆38Updated last month
- Proximal Nested Sampling for high-dimensional Bayesian model selection☆23Updated 11 months ago
- Astronomical time series analysis with JAX☆58Updated this week
- A Jax wrapper for cudaKDTree☆10Updated last year
- Probing the nature of dark matter by inferring the dark matter particle mass with machine learning and stellar streams.☆18Updated 2 years ago
- Differentiable Gravitational Waveforms with JAX☆56Updated 7 months ago
- Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection☆61Updated this week
- A JAX package for weak gravitational lensing☆31Updated 11 months ago
- JAX + Units☆47Updated 2 months ago
- Probabilistic modeling of tabular data with normalizing flows.☆55Updated this week
- PyAutoFit: Classy Probabilistic Programming☆63Updated this week
- A miscellaneous set of helper functions, custom distributions, and other utilities that I find useful when using NumPyro in my work☆24Updated 2 months ago
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆31Updated last year
- A system for scientific simulation-based inference at scale.☆163Updated last year
- Simulation-based inference in JAX☆31Updated last month
- Curated list of astronomy/astrophysics code packages using JAX☆38Updated 4 months ago
- Probabilistic Programming and Nested sampling in JAX☆172Updated 3 months ago
- 🐈 Automatic differentiable spectrum modeling of exoplanets/brown dwarfs using JAX, compatible with NumPyro and Optax/JAXopt☆60Updated last week
- Neural network nested and MCMC sampling☆22Updated 3 years ago
- Differentiable cosmological emulators: the JAX version of CosmoPower☆37Updated 3 months ago
- An experiment: emcee implemented in JAX☆25Updated 2 years ago
- Normalizing flow models allowing for a conditioning context, implemented using Jax, Flax, and Distrax.☆18Updated last year
- JAX-powered Cosmological Particle-Mesh N-body Solver☆37Updated last month
- Unitful Quantities in JAX☆34Updated this week
- Bind any function written in another language to JAX with support for JVP/VJP/batching/jit compilation☆66Updated this week