Probnum

What's Changed
* Remove restriction for negative scalars in `ScaledKernel` by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/663
* Update jax[cpu] requirement from <0.3.2 to <0.3.5 by dependabot in https://github.com/probabilistic-numerics/probnum/pull/664
* Fixing parameters expansion in `ProductMatern` by mmahsereci in https://github.com/probabilistic-numerics/probnum/pull/665
* Improved type hints in documentation by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/662
* resolve pylint in benchmark for line-too-long by akapoor13 in https://github.com/probabilistic-numerics/probnum/pull/675
* Pin versions of doc dependencies by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/679
* Jupyter Documentation replaced by RST by ShayekhBinIslam in https://github.com/probabilistic-numerics/probnum/pull/676
* Update sphinx requirement from <4.5,>=3.0 to >=3.0,<4.6 by dependabot in https://github.com/probabilistic-numerics/probnum/pull/688
* Resolve pylint line-too-long for linops by PrSh27 in https://github.com/probabilistic-numerics/probnum/pull/682
* Migrate `setup.cfg` to `pyproject.toml` and refactor `pyproject.toml` by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/685
* Move contents of `.coveragerc` into `pyproject.toml` by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/691
* refactor randvars with pylint by akapoor13 in https://github.com/probabilistic-numerics/probnum/pull/684
* refactor utils with pylint by akapoor13 in https://github.com/probabilistic-numerics/probnum/pull/683
* refactor diffeq to pylint by akapoor13 in https://github.com/probabilistic-numerics/probnum/pull/694
* Resolve pylint line-too-long messages in randprocs by npate012 in https://github.com/probabilistic-numerics/probnum/pull/681
* Consistent types for `quad` domain. by mmahsereci in https://github.com/probabilistic-numerics/probnum/pull/660
* making `quad` iterator info stateless & adding tests by mmahsereci in https://github.com/probabilistic-numerics/probnum/pull/659
* Fixed the `line-too-long` message for all modules under `probnum.linalg` subpackage. by peterw2333 in https://github.com/probabilistic-numerics/probnum/pull/696

New Contributors
* akapoor13 made their first contribution in https://github.com/probabilistic-numerics/probnum/pull/675
* ShayekhBinIslam made their first contribution in https://github.com/probabilistic-numerics/probnum/pull/676
* PrSh27 made their first contribution in https://github.com/probabilistic-numerics/probnum/pull/682
* npate012 made their first contribution in https://github.com/probabilistic-numerics/probnum/pull/681
* peterw2333 made their first contribution in https://github.com/probabilistic-numerics/probnum/pull/696

**Full Changelog**: https://github.com/probabilistic-numerics/probnum/compare/v0.1.18...v0.1.19

What's Changed
* Kernel arithmetic by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/654
* Consistent usage of "residual" in `probnum.linalg` by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/655
* Matern embedding by tskarvone in https://github.com/probabilistic-numerics/probnum/pull/583
* Moving `quad` policies to separate modules by mmahsereci in https://github.com/probabilistic-numerics/probnum/pull/657
* Improvements to the probabilistic linear solver implementation by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/656
* `ImmediateStop` stopping criterion for `quad` by mmahsereci in https://github.com/probabilistic-numerics/probnum/pull/658

New Contributors
* tskarvone made their first contribution in https://github.com/probabilistic-numerics/probnum/pull/583

**Full Changelog**: https://github.com/probabilistic-numerics/probnum/compare/v0.1.17...v0.1.18

What's Changed
* `Kernel.output_shape` semantics and further `RandomProcess` refactoring by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/652
* Add support for Python 3.10 by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/653


**Full Changelog**: https://github.com/probabilistic-numerics/probnum/compare/v0.1.16...v0.1.17

What's Changed
* Pin MyST-Parser Version by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/637
* Clean up ProbNum's Development Dependencies by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/636
* Update the `isort` config and bump `black` version by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/638
* Row selection policy for the PLS by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/588
* `codecov/codecov-action` instead of bash uploader by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/640
* Update jax[minimum-jaxlib] requirement from <0.2.29 to <0.3.1 by dependabot in https://github.com/probabilistic-numerics/probnum/pull/642
* Add `Function` class and refactor `RandomProcess.{input,output}_{dim => shape}` by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/639
* Refactor UKF Components to use linearize() by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/635
* Split nonlinear filtering notebooks by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/644
* [Bugfix] Missing `rng` argument in sample function of random variable `rv1 {+,-,*,/,//,,%} rv2` by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/648
* Simplified TaylorMode implementation by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/647
* [Bugfix] Scalar arguments in `Kernel.__call__` by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/649
* Remove `input_shape` broadcasting capabilities from `Kernel` by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/650
* Update jax[minimum-jaxlib] requirement from <0.3.1 to <0.3.2 by dependabot in https://github.com/probabilistic-numerics/probnum/pull/651


**Full Changelog**: https://github.com/probabilistic-numerics/probnum/compare/v0.1.15...v0.1.16

What's Changed
* `__(r)matmul__` of `Matrix` linear operator outputs `np.matrix` by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/602
* Default ODE filter arguments by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/603
* Correct links in footer of documentation by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/604
* Fix pylint errors for `stepsize` by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/608
* Fix pylint errors for `_perturbsolve_ivp.py` by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/606
* Fix pylint errors for `_probsolve_ivp.py` by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/607
* Update sphinx requirement from <4.3.3,>=3.0 to >=3.0,<4.4.1 by dependabot in https://github.com/probabilistic-numerics/probnum/pull/612
* Fix pylint errors for `_odesolution.py` and `_odesolver.py` by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/609
* Filter warning for importlib by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/613
* pylint cleanup quad by mmahsereci in https://github.com/probabilistic-numerics/probnum/pull/610
* Additions to the global pylint configuration by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/616
* Another additions to the global pylint configuration by mmahsereci in https://github.com/probabilistic-numerics/probnum/pull/617
* Fix a bunch of pylint errors in filtsmooth by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/611
* Update jax requirement from <0.2.27 to <0.2.28 by dependabot in https://github.com/probabilistic-numerics/probnum/pull/619
* Cholesky decompositions of `LinearOperator`s by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/618
* Update jaxlib requirement from <0.1.76 to <0.1.77 by dependabot in https://github.com/probabilistic-numerics/probnum/pull/621
* Process noise in discrete transitions by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/615
* Small documentation fixes and updates to roles by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/623
* Remove some abstractmethod-decorators from RandomProcess by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/629
* Pin the pytest version and replace jaxlib dependency by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/626
* Fix typos in code chunks in docs by pitmonticone in https://github.com/probabilistic-numerics/probnum/pull/631
* Drop Python 3.7 Support by marvinpfoertner in https://github.com/probabilistic-numerics/probnum/pull/632
* Scipy intersphinx mapping update by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/630
* Split filtsmooth notebooks by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/628
* Improve ODE filter initialisation and add more strategies by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/614
* Enabled pylint: hidden-method in Markov process submodule by pnkraemer in https://github.com/probabilistic-numerics/probnum/pull/634
* Reorthogonalization for a stable implementation of the probabilistic linear solver by JonathanWenger in https://github.com/probabilistic-numerics/probnum/pull/580


**Full Changelog**: https://github.com/probabilistic-numerics/probnum/compare/v0.1.14...v0.1.15

Bug Fixes
* `MaxIterations` stopping criterion for the linear solver is now stateless (579)

Refactoring
* `ProbabilisticLinearSolver` base class as proposal for general PN method implementation (565)
* Cleanup in `probnum.typing` (599)
* Replace NumPy Array Scalars by scalar arrays (600)

Other
* ProbNum is now citable, so we added a CITATION.cff file (587, 596)
* We now have CODEOWNERS (589, 592)
* Changes to the documentation (584, 586, 595)