# 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)