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Top 4 approximate-bayesian-inference open source projects

pyABC

distributed, likelihood-free inference

✭ 116

python abc parameter-inference approximate-bayesian-inference likelihood-free-inference

INFO320

Neural Networks and Bayesian Learning

✭ 24

Jupyter Notebook neural-networks bayesian-deep-learning bayesian-models approximate-bayesian-inference pyro-ppl

kalman-jax

Approximate inference for Markov Gaussian processes using iterated Kalman smoothing, in JAX

✭ 84

Jupyter Notebook python shell machine-learning signal-processing gaussian-processes state-space-models kalman-smoother approximate-bayesian-inference

SIVI

Using neural network to build expressive hierarchical distribution; A variational method to accurately estimate posterior uncertainty; A fast and general method for Bayesian inference. (ICML 2018)

✭ 49

matlab python c mcmc uncertainty-quantification variational-inference variational-autoencoder implicit-modeling implicit-flow approximate-bayesian-inference

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