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MLOps Guide

Tracking

  • MLflow: experiment runs, parameters, artifacts
  • Weights & Biases: run dashboards and collaboration

Set environment variables in .env:

  • MLFLOW_TRACKING_URI
  • WANDB_PROJECT
  • WANDB_ENTITY

CI/CD

GitHub Actions workflows include:

  • ci.yml for lint, test, frontend build
  • publish-huggingface.yml for manual release to Hugging Face

Recommended Extensions

  • Add model regression benchmarks in CI
  • Add vulnerability scans (e.g., Trivy, pip-audit, npm audit)
  • Add staged deployment environments (dev, staging, prod)