Synthcity

Latest version: v0.2.11

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0.2.5

Not secure
What's Changed
New methods added:
* first commit for the addition of the TabDDPM plugin by TZTsai in https://github.com/vanderschaarlab/synthcity/pull/145
* add goggle by robsdavis in https://github.com/vanderschaarlab/synthcity/pull/162

Bugfixes and improvements to tests:
* Tabddpm fixes by pravsels in https://github.com/vanderschaarlab/synthcity/pull/161
* Skipif goggle tests by robsdavis in https://github.com/vanderschaarlab/synthcity/pull/170
* * add exception in survival analysis data loader by ZhaozhiQIAN in https://github.com/vanderschaarlab/synthcity/pull/148

New Contributors
* TZTsai made their first contribution in https://github.com/vanderschaarlab/synthcity/pull/145

**Full Changelog**: https://github.com/vanderschaarlab/synthcity/compare/v0.2.4...v0.2.5

0.2.4

Not secure
What's Changed
* Fix bugs, including `PBCDataloader` incorrect preprocessing by DrShushen in https://github.com/vanderschaarlab/synthcity/pull/152
* Cleanup & todos by bcebere in https://github.com/vanderschaarlab/synthcity/pull/154
* feat: pass batch size to predict in dynamic deephit by HLasse in https://github.com/vanderschaarlab/synthcity/pull/153
* Bugfix: Added function to make kwargs json serializable in Benchmarks.evaluate by robsdavis in https://github.com/vanderschaarlab/synthcity/pull/157
* Workflows improvements by bcebere in https://github.com/vanderschaarlab/synthcity/pull/155

New Contributors
* DrShushen made their first contribution in https://github.com/vanderschaarlab/synthcity/pull/152
* HLasse made their first contribution in https://github.com/vanderschaarlab/synthcity/pull/153

**Full Changelog**: https://github.com/vanderschaarlab/synthcity/compare/v0.2.3...v0.2.4

0.2.3

Not secure
Changelog
* Augmentation benchmark by robsdavis in https://github.com/vanderschaarlab/synthcity/pull/150
* add notes about preprocessing by ZhaozhiQIAN in https://github.com/vanderschaarlab/synthcity/pull/144
* Fix Security errors + bugfixing by bcebere in https://github.com/vanderschaarlab/synthcity/pull/149


**Full Changelog**: https://github.com/vanderschaarlab/synthcity/compare/v0.2.2...v0.2.3

0.2.2

Not secure
What's Changed
readme modification for more clarity by pravsels in 137
Added AlphaPrecisionNaive by robsdavis in 142

0.2.1

Not secure
Changelog:
- New tutorial for Time-Series(https://github.com/vanderschaarlab/synthcity/pull/128). Thank you VHolstein !
- Docs improvements(https://github.com/vanderschaarlab/synthcity/pull/131 and https://github.com/vanderschaarlab/synthcity/pull/134). Thanks pravsels !
- kwargs bugfixing(https://github.com/vanderschaarlab/synthcity/pull/122). Thanks gsel9 !
- Bugfixing(https://github.com/vanderschaarlab/synthcity/pull/118)
- __Beta__ image generation support(https://github.com/vanderschaarlab/synthcity/pull/135)

Image support Description
- Add image dataloader, with the ability to resize the images internally to predefined shapes.
- Extend the core plugin for non-tabular inputs
- Add ConvNet classifier support, with some predefined architectures.
- Add Generator and Discriminators with predefined architectures for various image input sizes.
- Add Image GAN support on top of the Generators and Discriminators.
- Add Conditional GAN support for the Generators and Discriminators
- New metrics: FID score
- Adapt the detection and performance metrics for images
- Add Image Conditional GAN plugin
- Add Image AdsGAN plugin
- Add tutorial on top of MedMNIST
- Update docs and README

0.1.9

Not secure
Changelog:
- Add `random_state` parameter to the `generate` API
- Serialization: create destination folder if it is missing.

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