MLOps & Deployment (Production-Grade)

[YounesBensafia]

Files to create and modify

Create:

• docs/model_serving.md: Summarize serving architectures, FastAPI/gRPC, caching, embeddings store
• docs/containers_ci_cd.md: Document Docker usage, CI/CD pipelines, and deployment strategies
• docs/monitoring_scaling.md: Summarize performance monitoring, drift detection, scaling strategies
• docs/inference_accelerators.md: Compare GPUs, CPUs, and other inference accelerators
• docs/canary_rollback.md: Document canary deployment strategies and rollback plans

Acceptance Criteria

• Production-grade serving architectures are documented
• Containerization and CI/CD processes are outlined
• Monitoring, drift detection, and scaling strategies are described
• Inference hardware and acceleration options are compared
• Canary deployment and rollback strategies are detailed