Machine Learning Infrastructure Engineer

Own end-to-end reliability and scaling for production AI weather models, from research-to-operations pipelines to real-time inference with strict latency requirements. Build health monitoring, logging, alerting, and failure diagnosis across nodes. Design data and training infrastructure that tolerates upstream data issues, silent OOMs, and network/storage faults, using both on-prem compute and cloud resources with cost/performance tradeoffs.