Metrics, Evaluation & Reproducibility

• Prefer cross-validation; include variance/CI.
• Track dataset version and checksums per run.
• Log hyper-params, seeds, env versions.
• Use semantic versioning for app code/images.
• Consider experiment tracking (e.g., store metrics table + params JSON per run).