Pymc-experimental

<!-- Release notes generated using configuration in .github/release.yml at main -->

What's Changed
New Features 🎉
* Implement `observe` and `do` model transformations by ricardoV94 in https://github.com/pymc-devs/pymc-experimental/pull/168
Maintenance 🔧
* Pass kwargs through to pymc sample calls in `ModelBuilder` by pdb5627 in https://github.com/pymc-devs/pymc-experimental/pull/185


**Full Changelog**: https://github.com/pymc-devs/pymc-experimental/compare/v0.0.3...v0.0.5

<!-- Release notes generated using configuration in .github/release.yml at main -->

What's Changed
Major Changes 🛠
* Remove HSGP as it became a part of PyMC by ferrine in https://github.com/pymc-devs/pymc-experimental/pull/136
New Features 🎉
* Add `build_model` abstractmethod to `ModelBuilder` by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/142
* Add `DiscreteMarkovChain` distribution by jessegrabowski in https://github.com/pymc-devs/pymc-experimental/pull/100
* Add Generalized Poisson distribution by ricardoV94 in https://github.com/pymc-devs/pymc-experimental/pull/143
* Add utility to convert Model to and from FunctionGraph by ricardoV94 in https://github.com/pymc-devs/pymc-experimental/pull/111
* Add r2m2d2cp prior by ferrine in https://github.com/pymc-devs/pymc-experimental/pull/137
* Merging BayesianEstimator into ModelBuilder by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/165
Bugfixes 🪲
* Seed flaky test by ricardoV94 in https://github.com/pymc-devs/pymc-experimental/pull/128
* Return posterior predictive samples from all chains in `ModelBuilder` by mbjoseph in https://github.com/pymc-devs/pymc-experimental/pull/140
Documentation 📖
* Update API reference listings by ricardoV94 in https://github.com/pymc-devs/pymc-experimental/pull/105
* Add codecov badge to Readme by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/157
Maintenance 🔧
* changed id of model_builder to property, added type hinting by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/110
* Model builder tests by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/114
* storing model_config and sampler_config changed to json string by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/122
* Test on last release of PyMC instead of main by ricardoV94 in https://github.com/pymc-devs/pymc-experimental/pull/125
* Fix PyMC API change in 5.2.0 by ricardoV94 in https://github.com/pymc-devs/pymc-experimental/pull/124
* Model Builder refactoring by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/131
* release preparation by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/134
* Make pytest fail on uncaught warnings by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/133
* removed unused *args from fit, added named args to sampler_config by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/149
* docstrings update in model_builder.py by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/148
* updating api_reference.rst by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/150
* Automate pypi release by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/135
* fixed test failing due to infinite precision requirement by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/153
* Doctest setup by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/159
* replacing versioneer by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/164
* Initial draft of version of model_builder to work with scikit-learn. by pdb5627 in https://github.com/pymc-devs/pymc-experimental/pull/161
* fixing broken docs reference by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/166
* add default to argument to prior util by ferrine in https://github.com/pymc-devs/pymc-experimental/pull/93
* version change by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/171
* adjusting test pypi publish by michaelraczycki in https://github.com/pymc-devs/pymc-experimental/pull/176

New Contributors
* michaelraczycki made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/110
* mbjoseph made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/140
* jessegrabowski made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/100
* pdb5627 made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/161

**Full Changelog**: https://github.com/pymc-devs/pymc-experimental/compare/v0.0.2...v0.0.3

What's Changed
* Adds 3 basic implementations of approximations for gp.Latent by bwengals in https://github.com/pymc-devs/pymc-experimental/pull/3
* Histogram trick by ferrine in https://github.com/pymc-devs/pymc-experimental/pull/38
* Add Spline Interpolation using basis functions by ferrine in https://github.com/pymc-devs/pymc-experimental/pull/52
* Initialize a prior from a fitted posterior by ferrine in https://github.com/pymc-devs/pymc-experimental/pull/56
* Add wrapper for running blackjax pathfinder by twiecki in https://github.com/pymc-devs/pymc-experimental/pull/72
* Add model_builder helper 6023 on pymc by 5hv5hvnk in https://github.com/pymc-devs/pymc-experimental/pull/64
* Add Genextreme distribution by ccaprani in https://github.com/pymc-devs/pymc-experimental/pull/84
* Implemlinear conjugate gradients by kunalghosh in https://github.com/pymc-devs/pymc-experimental/pull/62
* Initial commit of pivoted Cholesky algorithm from GPyTorch by kunalghosh in https://github.com/pymc-devs/pymc-experimental/pull/63
* Automatic marginalization of finite discrete variables in the logp by ricardoV94 in https://github.com/pymc-devs/pymc-experimental/pull/91

New Contributors
* OriolAbril made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/31
* ferrine made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/36
* twiecki made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/72
* 5hv5hvnk made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/64
* ccaprani made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/84
* kunalghosh made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/62
* junpenglao made their first contribution in https://github.com/pymc-devs/pymc-experimental/pull/86

**Full Changelog**: https://github.com/pymc-devs/pymc-experimental/compare/v0.0.1...v0.0.2