https://github.com/probcomp/bayeslite

BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.
https://github.com/probcomp/bayeslite

automatic-data-modeling data-science databases machine-learning probabilistic-programming

Last synced: 4 days ago
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BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.

• Host: GitHub
• URL: https://github.com/probcomp/bayeslite
• Owner: probcomp
• License: apache-2.0
• Created: 2014-10-30T01:26:34.000Z (about 10 years ago)
• Default Branch: master
• Last Pushed: 2023-11-19T23:04:11.000Z (about 1 year ago)
• Last Synced: 2024-12-31T03:08:11.640Z (11 days ago)
• Topics: automatic-data-modeling, data-science, databases, machine-learning, probabilistic-programming
• Language: Python
• Homepage: http://probcomp.csail.mit.edu/software/bayesdb
• Size: 7.64 MB
• Stars: 925
• Watchers: 59
• Forks: 63
• Open Issues: 193
• Metadata Files:
  • Readme: README.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE.txt

Awesome Lists containing this project

• awesome-production-machine-learning - BayesDB - A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself. - [(Video)](https://www.youtube.com/watch?v=2ws84s6iD1o) (Data Storage Optimisation)
• awesome-starred - probcomp/bayeslite - BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself. (data-science)

README

        
# Bayeslite

[![Build Status](https://travis-ci.org/probcomp/bayeslite.svg?branch=master)](https://travis-ci.org/probcomp/bayeslite)

[![Anaconda-Server Version Badge](https://anaconda.org/probcomp/bayeslite/badges/version.svg)](https://anaconda.org/probcomp/bayeslite)

[![Anaconda-Server Installer Badge](https://anaconda.org/probcomp/bayeslite/badges/installer/conda.svg)](https://conda.anaconda.org/probcomp)

[![Anaconda-Server Platform Badge](https://anaconda.org/probcomp/bayeslite/badges/platforms.svg)](https://anaconda.org/probcomp/bayeslite)

BQL interpretation and storage for BayesDB.

Please see http://probcomp.csail.mit.edu/software/bayesdb for more information.

## Installing

The easiest way to install bayeslite is to use the

[package](https://anaconda.org/probcomp/bayeslite) on Anaconda Cloud.

Please follow [these instructions](https://github.com/probcomp/iventure/blob/master/docs/conda.md).

## Expectations

Users and contributors should expect **rapidly and dramatically

shifting code and behavior** at this time.

**THIS SOFTWARE SHOULD NOT BE EXPECTED TO TREAT YOUR DATA SECURELY.**

## Contributing

Our compatibility aim is to work on probcomp machines and members'

laptops, and to provide scripts and instructions that make it not too

hard to re-create our environments elsewhere. Pulls for polished

packaging, broad installability, etc. are not appropriate

contributions at this time.

Please run local tests before sending a pull request:

```

$ ./check.sh

```

That does not run the complete test suite, only the smoke tests, but

is usually good enough. For the full suite:

```

$ ./check.sh tests shell/tests

```

## Documentation

To build the documentation, which is also available

[online](http://probcomp.csail.mit.edu/dev/bayesdb/doc/),

install [sphinx](http://www.sphinx-doc.org/en/master/)

and then run the following command:

```

$ make doc

```

The result will be placed in `build/doc`, with one subdirectory per

output format.

To build only one output format, e.g. HTML because you don't want to

install TeX:

```

$ make html

```