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sbi sbi-dev

150

587

apache-2.0

22

Simulation-based inference toolkit

pytorch machine-learning bayesian-inference parameter-estimation likelihood-free-inference simulation-based-inference

Created 2020-02-11

1,260 commits to main branch, last one 13 days ago

pyABC ICB-DCM

44

204

bsd-3-clause

6

distributed, likelihood-free inference

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

Created 2017-07-12

1,547 commits to main branch, last one 8 days ago

swyft undark-lab

14

161

other

11

A system for scientific simulation-based inference at scale.

python pytorch machine-learning parameter-estimation neural-ratio-estimation likelihood-free-inference simulation-based-inference marginal-neural-ratio-estimation truncated-neural-ratio-estimation

Created 2020-05-25

1,232 commits to master branch, last one 7 months ago

lampe probabilists

11

119

mit

8

Likelihood-free AMortized Posterior Estimation with PyTorch

python pytorch bayesian inference probability normalizing-flows density-estimation density-ratio-estimation likelihood-free-inference simulation-based-inference

Created 2021-12-20

121 commits to master branch, last one 2 months ago

awesome-neural-sbi smsharma

6

91

mit

6

Community-sourced list of papers and resources on neural simulation-based inference.

lfi sbi likelihood-free-inference simulation-based-inference neural-simulation-based-inference

Created 2023-01-20

56 commits to main branch, last one 4 months ago

Roundtrip kimmo1019

13

61

mit

5

Roundtrip: density estimation with deep generative neural networks

gan deep-learning density-estimation deep-generative-model likelihood-free-inference

Created 2019-12-18

139 commits to master branch, last one 6 months ago