Bump optuna from 4.3.0 to 4.4.0

Bumps [optuna](https://github.com/optuna/optuna) from 4.3.0 to 4.4.0.
- [Release notes](https://github.com/optuna/optuna/releases)
- [Commits](optuna/optuna@v4.3.0...v4.4.0)

---
updated-dependencies:
- dependency-name: optuna
  dependency-version: 4.4.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <[email protected]>

Author: dependabot[bot]

requirements.txt

@@ -4,7 +4,7 @@ matplotlib==3.10.1
 nnoir==1.3.0
 numba==0.61.0
 opencv-python==4.11.0.86
-optuna==4.3.0
+optuna==4.4.0
 pandas==2.3.0
 Pillow-SIMD==9.5.0.post2
 progressbar2==4.5.0