Residency Jobs in Remote

Entry‑level residency engineers earn $95,000–$120,000, mid‑level $130,000–$160,000, and senior or lead positions $170,000–$210,000, with bonuses tied to model accuracy metrics and uptime SLAs.

Core skills include Python, PyTorch/TensorFlow, Kubernetes, and CI/CD tooling. Certifications such as AWS Certified Solutions Architect – Professional, Google Cloud Professional Machine Learning Engineer, and Cisco CCNP Security are highly valued.

Yes, many residency listings allow hybrid or full‑remote arrangements, but roles that involve on‑site data center access or regulated environment oversight may require occasional travel or on‑prem presence.

Typical paths move from Junior Engineer to Staff Engineer, then to Principal Engineer or Technical Lead, with opportunities to transition into product ownership or specialized research director roles.

Emerging trends include Federated Learning for privacy‑preserving AI, edge‑AI deployments on NVIDIA Jetson, and the integration of 5G for real‑time telemetry. Companies are also prioritizing robust observability stacks using Prometheus and Grafana to monitor model drift and infra health.