What's Changed
* Sampler rework via MCMC module (experimental module) by chaozg in https://github.com/CUQI-DTU/CUQIpy/pull/356
* Make progressbar2 dependency not explicit by nabriis in https://github.com/CUQI-DTU/CUQIpy/pull/385
* Sampler rework ULANew by chaozg in https://github.com/CUQI-DTU/CUQIpy/pull/380
* Sampler rework: refactor CWMH sampler by amal-ghamdi in https://github.com/CUQI-DTU/CUQIpy/pull/376
* fix arviz import by amal-ghamdi in https://github.com/CUQI-DTU/CUQIpy/pull/396
* Sampler rework LinearRTONew and RegularizedLinearRTONew by chaozg in https://github.com/CUQI-DTU/CUQIpy/pull/382
* Implement get_state, set_state, get_history, set_history in base class. by nabriis in https://github.com/CUQI-DTU/CUQIpy/pull/390
* Sampler rework: NUTS by amal-ghamdi in https://github.com/CUQI-DTU/CUQIpy/pull/387
* TEST: Sampler rework ugla 2 by amal-ghamdi in https://github.com/CUQI-DTU/CUQIpy/pull/411
* Sampler rework UGLA by chaozg in https://github.com/CUQI-DTU/CUQIpy/pull/405
* reduce time on zexperimental tests by chaozg in https://github.com/CUQI-DTU/CUQIpy/pull/416
* Let Gaussian accept LinearOperator represented sqrtprec by chaozg in https://github.com/CUQI-DTU/CUQIpy/pull/420
* Add tune to pCN and rename pCN to PCN by chaozg in https://github.com/CUQI-DTU/CUQIpy/pull/418
* Allow samplers to be initialized without target by nabriis in https://github.com/CUQI-DTU/CUQIpy/pull/408
* Add Gibbs sampler by nabriis in https://github.com/CUQI-DTU/CUQIpy/pull/409
* Add (Hybrid) Gibbs sampler by nabriis in https://github.com/CUQI-DTU/CUQIpy/pull/425
* Regularized Gaussian extension: ModifiedHalfNormal by jeverink in https://github.com/CUQI-DTU/CUQIpy/pull/429
* Find valid samplers by jeverink in https://github.com/CUQI-DTU/CUQIpy/pull/446
* Regularized Gaussian extension: RegularizedUniform and Constraints/Nonnegative Gaussian/GMRF alternatives by jeverink in https://github.com/CUQI-DTU/CUQIpy/pull/430
* Add SmoothedLaplace by chaozg in https://github.com/CUQI-DTU/CUQIpy/pull/450
* General grad check in userdefined distribution by amal-ghamdi in https://github.com/CUQI-DTU/CUQIpy/pull/457
* Improve Conjugacy safety and flexibility by adding more validation by nabriis in https://github.com/CUQI-DTU/CUQIpy/pull/444
* Conjugacy safety and flexibility by jeverink in https://github.com/CUQI-DTU/CUQIpy/pull/359
* correct math display error in smoothed Laplace by chaozg in https://github.com/CUQI-DTU/CUQIpy/pull/459
**Full Changelog**: https://github.com/CUQI-DTU/CUQIpy/compare/v1.0.0...v1.1.0