Developer Career Roadmap

MLOps

Combine Machine Learning, DevOps, and Data Engineering to reliably deploy, monitor, manage, and retrain ML models in production environments.

Salary Benchmarks

  • Local Market (Pakistan): PKR 150k - 500k/mo
  • Global Market (USD/Remote): $60k - $180k/yr

Core Technical Skills & Frameworks

  • MLflow
  • Kubeflow
  • Docker
  • Kubernetes
  • DVC
  • CI/CD for ML