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[Stable] Pre-release Preparation for 0.8.1 (#874)

* Fix StackOverflow formatting typo in `README.md` (#847)

* Fix StackOverflow formatting typo

* Bump numpy version to 2

* Post release 0.8 (#844)

* Change version and activate stable tutorial tests

* Bump VERSION.txt

* Cleanup and bugfix to support different primitives. (#55) (#855)

* Cleanup and bugfix for different primitives support (#55)

* Quick fix and lint for unit tests.

* Fixed a bug in ComputeUncompute and lint corrections.

* Fix formatting for algorithm tests

* Reformatting some variables to make lint compliant.

* Refactor: Cleanup code, preserve existing formatting, apply minor bug fixes, and update missing documentation

* Removing unsupported classes.

* Fix for lint

* Fix lint errors uncovered during workflow checks

* Adjust a unit test to accomodate noise-related variations

* Docs 0p8 clean (#857)

* Reducing numpy version for deploy-docs.yml to fix numpy 2.0 bug (#851)

* Update deploy-docs.yml (#853)

- Updated Python version from 3.9 to 3.10.
- Removed version constraint on torchvision.
- Removed Numpy version constraint.

* Update deploy-docs.yml to '3.10' (#854)

---------

Co-authored-by: M. Emre Sahin <40424147+OkuyanBoga@users.noreply.github.com>
Co-authored-by: Oscar <108736468+oscar-wallis@users.noreply.github.com>

* Remove `fastdtw` (#861)

* ci(mergify): upgrade configuration to current format (#860)

Co-authored-by: Mergify <37929162+mergify[bot]@users.noreply.github.com>

* [Docs] Fix TOCs and update QNN derived primitives (#862)

* Fix docs and update QNN derived primitives

* Fix LearningRate in TOCs

* Fix string formatting

* Fix spelling

* Fix spelling

* Fix spelling

* Fix copyright

* Pin Qiskit to `<1.3` (#865)

* Added callback function support for adam-amsgrad optimizer. (#869)

* Added callback functionality to ADAM optimiser

* Added unittest for callback function
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