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feat: notebook for out-of-sample validation #917

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✨ Context

πŸ›  What does this PR implement

πŸ™ˆ Missing

🚦 Before submitting

  • Do these changes cover one single feature (one change at a time)?
  • Did you read the contributor guideline?
  • Did you make sure to update the documentation with your changes?
  • Did you make sure there is no commented out code in this PR?
  • Did you follow conventional commits standards in PR title and commit messages?
  • Did you make sure the branch is up-to-date with the dev branch?
  • Did you write any new necessary tests?
  • Did you make sure the changes pass local tests (make test)?
  • Did you make sure the changes pass pre-commit rules (e.g poetry run pre-commit run --all-files)?

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