Posteriors

What's Changed
* Change update signature to output `tuple[state, aux]` by SamDuffield in https://github.com/normal-computing/posteriors/pull/129
* Minor fix to types by SamDuffield in https://github.com/normal-computing/posteriors/pull/131
* Update readme by SamDuffield in https://github.com/normal-computing/posteriors/pull/133
* Fix optim to work with tree params by SamDuffield in https://github.com/normal-computing/posteriors/pull/134
* BAOA docs typo by SamDuffield in https://github.com/normal-computing/posteriors/pull/135
* Robustify tests by SamDuffield in https://github.com/normal-computing/posteriors/pull/132
* Version bump to 0.1.0 by SamDuffield in https://github.com/normal-computing/posteriors/pull/136


**Full Changelog**: https://github.com/normal-computing/posteriors/compare/v0.0.6...v0.1.0

What's Changed
* Remove duplicate docs in update by SamDuffield in https://github.com/normal-computing/posteriors/pull/121
* Replace `NamedTuple` with `tensorclass` by SamDuffield in https://github.com/normal-computing/posteriors/pull/122
* Fix types docs and coverage by SamDuffield in https://github.com/normal-computing/posteriors/pull/123
* Add BAOA to SGMCMC by SamDuffield in https://github.com/normal-computing/posteriors/pull/119
* Fix typos in SGMCMC by SamDuffield in https://github.com/normal-computing/posteriors/pull/124
* Improve formatting of landing page by SamDuffield in https://github.com/normal-computing/posteriors/pull/126
* Bump version to 0.0.6 by SamDuffield in https://github.com/normal-computing/posteriors/pull/127


**Full Changelog**: https://github.com/normal-computing/posteriors/compare/v0.0.5...v0.0.6

What's Changed
* Add Pyro example by SamDuffield in https://github.com/normal-computing/posteriors/pull/109
* Add notebook with Pyro model by SamDuffield in https://github.com/normal-computing/posteriors/pull/111
* Dense Hessian Laplace by jcqcai in https://github.com/normal-computing/posteriors/pull/112
* speed up tests with pytest-xdist by EtayLivne in https://github.com/normal-computing/posteriors/pull/114
* Added Dense VI! by jcqcai in https://github.com/normal-computing/posteriors/pull/115
* Full VI test coverage by SamDuffield in https://github.com/normal-computing/posteriors/pull/116
* Version bump by SamDuffield in https://github.com/normal-computing/posteriors/pull/117

New Contributors
* EtayLivne made their first contribution in https://github.com/normal-computing/posteriors/pull/114

**Full Changelog**: https://github.com/normal-computing/posteriors/compare/v0.0.4...v0.0.5

What's Changed
* Add SGNHT by SamDuffield in https://github.com/normal-computing/posteriors/pull/89
* Add IMDB example by SamDuffield in https://github.com/normal-computing/posteriors/pull/94
* Bayesian Ensemble model for Llama3 (SGHMC) by johnathanchiu in https://github.com/normal-computing/posteriors/pull/95
* 91 laplace ggn arguments by BenjaminDev in https://github.com/normal-computing/posteriors/pull/92
* Dense Fisher EKF by jcqcai in https://github.com/normal-computing/posteriors/pull/96
* Add sigma to SGHMC and SGNHT by SamDuffield in https://github.com/normal-computing/posteriors/pull/90
* Ensure inplace defaults to False by SamDuffield in https://github.com/normal-computing/posteriors/pull/97
* Add citation by SamDuffield in https://github.com/normal-computing/posteriors/pull/100
* Remove citation file by SamDuffield in https://github.com/normal-computing/posteriors/pull/102
* Add default argument for check function in tree_insert and tree_extract by SamDuffield in https://github.com/normal-computing/posteriors/pull/104
* Mention coverage in docs by SamDuffield in https://github.com/normal-computing/posteriors/pull/105
* Change TransformState to NamedTuple by SamDuffield in https://github.com/normal-computing/posteriors/pull/106
* Bump version to 0.0.4 by SamDuffield in https://github.com/normal-computing/posteriors/pull/108

New Contributors
* BenjaminDev made their first contribution in https://github.com/normal-computing/posteriors/pull/92
* jcqcai made their first contribution in https://github.com/normal-computing/posteriors/pull/96

**Full Changelog**: https://github.com/normal-computing/posteriors/compare/v0.0.3...v0.0.4

What's Changed
* Update NELBO docs + add mkdocs serve to Contributing by SamDuffield in https://github.com/normal-computing/posteriors/pull/71
* Add support for conjugate gradient solver through callable matrix-vector products by KaelanDt in https://github.com/normal-computing/posteriors/pull/73
* Add `ggn` and `ggnvp` by SamDuffield in https://github.com/normal-computing/posteriors/pull/75
* Robustify per_samplify by SamDuffield in https://github.com/normal-computing/posteriors/pull/79
* Extend CatchAuxError to non TensorTree aux by SamDuffield in https://github.com/normal-computing/posteriors/pull/80
* Add `diag_ggn` by SamDuffield in https://github.com/normal-computing/posteriors/pull/81
* fixed bug in ekf_premier_league file: issue 70 by entropich3atdeath in https://github.com/normal-computing/posteriors/pull/72
* Split tree_utils from utils by SamDuffield in https://github.com/normal-computing/posteriors/pull/82
* Add Laplace GGN methods by SamDuffield in https://github.com/normal-computing/posteriors/pull/87
* Minor SGHMC docs fix by SamDuffield in https://github.com/normal-computing/posteriors/pull/86
* Bump version to 0.0.3 by SamDuffield in https://github.com/normal-computing/posteriors/pull/88

New Contributors
* entropich3atdeath made their first contribution in https://github.com/normal-computing/posteriors/pull/72

**Full Changelog**: https://github.com/normal-computing/posteriors/compare/v0.0.2...v0.0.3

What's Changed
* Build using `setuptools.build_meta` backend by SamDuffield in https://github.com/normal-computing/posteriors/pull/51
* Declare sub packages by SamDuffield in https://github.com/normal-computing/posteriors/pull/66


**Full Changelog**: https://github.com/normal-computing/posteriors/compare/v0.0.1...v0.0.2