Refactoring of ACQF Optimization and many small fixes

What's Changed

• Polynomial feature interaction kernel by @e-dorigatti in #520
• nonlinear constraints without torch by @Osburg in #527
• Proper error message for strategy.predict by @jduerholt in #528
• Fix pyright issues by @CompRhys in #505
• Strategy TidyUp by @jduerholt in #529
• 'added code to plot cv folds with plotly' by @Jimbo994 in #534
• Blocking for Fractional Factorial Designs by @jduerholt in #532
• Skip XGBoost test if uninstalled by @TobyBoyne in #538
• Pull Request Template by @jduerholt in #539
• replace .json() with .model_dump_json() by @R-M-Lee in #543
• fix types in getting started by @bertiqwerty in #541
• Bump image for doc pipelines by @jduerholt in #537
• add note on how to print hyperparameters by @bertiqwerty in #544
• test coverage note by @bertiqwerty in #545
• Docs - maximize acquisition functions by @bertiqwerty in #540
• Comment on usage of seeds by @jduerholt in #547
• Templates for issues by @jduerholt in #549
• docs used deprecated pydantic by @bertiqwerty in #550
• add api examples to docs by @bertiqwerty in #548
• Bump Entmoot and LightGBM by @TobyBoyne in #536
• Solve frequently failing doe test by @jduerholt in #546
• Documentation on using categorical outputs by @jduerholt in #552
• Fix doc building by @jduerholt in #554
• Refactor Installation Guide by @jduerholt in #557
• Lift data-models in docs by @bertiqwerty in #560
• Add chemistry focus to documentation by @TobyBoyne in #555
• Refactor ACQF Optimization by @jduerholt in #535
• Use Seed Sequences for random number generation by @TobyBoyne in #566
• fix broken link in tutorials README.md by @R-M-Lee in #564
• Reintroduce sampling parameter into DoEStrategy to allow for seeding by @dlinzner-bcs in #559
• Python 3.10 support by @bertiqwerty in #570
• DoE objective evaluation in pytorch by @Osburg in #525
• Docs versioning by @bertiqwerty in #573

Full Changelog: v0.0.18...v0.1.0