vbmc
Variational Bayesian Monte Carlo (VBMC) algorithm for posterior and model inference in MATLAB (by acerbilab)
GPflow
Gaussian processes in TensorFlow (by GPflow)
vbmc | GPflow | |
---|---|---|
2 | 1 | |
211 | 1,802 | |
1.9% | 0.6% | |
2.8 | 5.8 | |
about 1 year ago | 5 days ago | |
MATLAB | Python | |
BSD 3-clause "New" or "Revised" License | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
vbmc
Posts with mentions or reviews of vbmc.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-04-05.
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[R] New open-source Python software for sample-efficient Bayesian inference
Relevant papers about the underlying algorithm were published at NeurIPS in 2018 and 2020, but this is the first Python implementation (there was a MATLAB implementation); the port took us a while but it can finally be used for machine learning purposes
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New Python open-source software for sample-efficient Bayesian inference
The MATLAB implementation has been around for a while, and other research groups have applied it among other things for Bayesian parameter inference in:
GPflow
Posts with mentions or reviews of GPflow.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-09-09.
What are some alternatives?
When comparing vbmc and GPflow you can also consider the following projects:
awesome-normalizing-flows - Awesome resources on normalizing flows.
whylogs - An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈