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Releases: sdv-dev/SDV

v0.4.0 - 2020-08-08

08 Aug 13:00
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In this release SDV gets new documentation, new tutorials, improvements to the Tabular API
and broader python and dependency support.

Complete list of changes:

  • New Documentation site based on the pydata-sphinx-theme.
  • New User Guides and Notebook tutorials.
  • New Developer Guides section within the docs with details about the SDV architecture,
    the ecosystem libraries and how to extend and contribute to the project.
  • Improved API for the Tabular models with focus on ease of use.
  • Support for Python 3.8 and the newest versions of pandas, scipy and scikit-learn.
  • New Slack Workspace for development discussions and community support.

v0.3.6 - 2020-07-23

23 Jul 21:33
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This release introduces a new concept of Constraints, which allow the user to define
special relationships between columns that will not be handled via modeling.

This is done via a new sdv.constraints subpackage which defines some well-known pre-defined
constraints, as well as a generic framework that allows the user to customize the constraints
to their needs as much as necessary.

New Features

v0.3.5 - 2020-07-09

09 Jul 20:45
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This release introduces a new subpackage sdv.tabular with models designed specifically
for single table modeling, while still providing all the usual conveniences from SDV, such
as:

  • Seamless multi-type support
  • Missing data handling
  • PII anonymization

Currently implemented models are:

  • GaussianCopula: Multivariate distributions modeled using copula functions. This is stronger
    version, with more marginal distributions and options, than the one used to model multi-table
    datasets.
  • CTGAN: GAN-based data synthesizer that can generate synthetic tabular data with high fidelity.

v0.3.4 - 2020-07-04

04 Jul 12:56
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New Features

General Improvements

v0.3.3 - 2020-06-26

26 Jun 18:23
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General Improvements

v0.3.2 - 2020-02-03

03 Feb 14:44
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General Improvements

v0.3.1 - 2020-01-22

22 Jan 09:16
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New Features

General Improvements

v0.3.0 - 2019-12-23

23 Dec 17:16
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New Features

v0.2.2 - 2019-12-10

10 Dec 15:59
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Resolved Issues

v0.2.1 - 2019-11-25

25 Nov 16:06
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Resolved Issues