ML Engineer — Role & Roadmap
Responsibilities
- Package and deploy models reliably at scale
- Build CI/CD for ML artifacts and manage infra
- Optimize inference and maintain monitoring
Skills & Tools
- Docker, Kubernetes, Terraform
- Model servers (Triton, TorchServe), inference optimization
- Observability: Prometheus, Grafana
Roadmap
- Learn Linux, containers, and networking
- Containerize models and deploy to a cloud provider
- Implement autoscaling and model rollback strategies