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PyTorch/FastAPI facial-expression classification research scaffold with reproducible evaluation contracts, CI/security automation, versioned releases, and explicit TBD model-quality metrics.
Vehicle safety classification service with deterministic inference, reproducible performance benchmarks, Flask API, Docker/Kubernetes deployment, CodeQL/Trivy security gates, and SBOM-backed releases.