initial commit FESurrogateModelTutorial

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# Step 3: final-verification
## 읽어야 할 파일
- `/AGENTS.md`
- `/PROGRESS.md`
- `/WORKNOTES.md`
- `/docs/PRD.md`
- `/docs/ARCHITECTURE.md`
## 작업
전체 검증과 handoff 문서 정리를 수행한다.
- `uv run pytest`
- `uv run ruff check .`
- 모든 notebook 순차 `nbconvert --execute`
- `/PROGRESS.md` 최종 업데이트
- `/WORKNOTES.md`에 남은 주의점 기록
## Acceptance Criteria
```powershell
uv run pytest
uv run ruff check .
uv run jupyter nbconvert --to notebook --execute notebooks/00_beam2d_fea_dataset.ipynb
uv run jupyter nbconvert --to notebook --execute notebooks/01_response_surface_surrogate.ipynb
uv run jupyter nbconvert --to notebook --execute notebooks/02_gaussian_process_kriging_surrogate.ipynb
uv run jupyter nbconvert --to notebook --execute notebooks/03_random_forest_surrogate.ipynb
uv run jupyter nbconvert --to notebook --execute notebooks/04_gradient_boosting_surrogate.ipynb
uv run jupyter nbconvert --to notebook --execute notebooks/05_mlp_surrogate.ipynb
uv run jupyter nbconvert --to notebook --execute notebooks/06_compare_surrogate_models.ipynb
```
## 금지사항
- 실패한 검증을 성공으로 기록하지 마라.