Often Missing SkillsGPU Cluster Scheduling BasicsModel Serving BasicsInfrastructure Cost ModelingReliability Engineering BasicsCapacity ForecastingNetworking BasicsSecurity FundamentalsMetrics Definition
Development SuggestionsBuild a working understanding of how AI workloads run end to end from training to deployment. Practice translating technical constraints into schedules and risks. Use a small program portfolio with clear metrics, cost targets, and reliability goals to demonstrate impact.