v0.8.3.1 - Cleanup & tuple bugfix

What's Changed

• 🙈 bugifx for #144 by @jonasvdd in #145
• 🎨 formatting + linting in CI-CD by @jvdd in #143
• ⬆️ support Python 3.11 by @jvdd in #150
• 🧹 refurb cleanup + one typo by @jayceslesar in #152
• 🧹 clean up CONTRIBUTING.md by @jvdd in #160
• Improve monotonic assert + fix black formatting in vscode by @jonasvdd in #162
• ✨ add confidence bound example + more figure retention in basic_example.py. by @jonasvdd in #164

New Contributors

• @jayceslesar made their first contribution in #152

Full Changelog: v0.8.3...v0.8.3.1