microservices and event-driven workflows. Implement model observability and drift detection, logging key metrics (accuracy, latency... with Docker/Kubernetes and deploying ML services via CI/CD. Deep understanding of ML lifecycle management and versioning (MLflow...
, or autonomous decision systems. Ability to define governance for: oLLM drift detection oPrompt quality standards oAgent... detection) Proficiency in API testing and validation of RESTful services. Plus: Experience with performance/load testing tools...
and integrate hybridAl systems using Azure Machine Learning, Cognitive Services, and OpenAl, combining traditional ML, deep learning...) to support CI/CD, retraining, and drift detection. Transition R&D prototypes to production on Azure, optimizing deployments...
Terraform plan/apply failures and resolve configuration drift. Refactor legacy or manual Azure resources into Terraform-managed..., validation and setting up KPI, metrics for DevOps and Networking services Experience with: Azure Networking constructs Cisco...
where applicable. Standardize test design patterns (Page Object, Screenplay, fixtures, test data services) and enforce code quality... models, including dataset integrity, bias checks, model drift monitoring, and functional/non-functional validation...
across EC2, RDS/Aurora, API Gateway, ECS/Fargate/EKS, and serverless services. Build and maintain a Terraform-first platform.../test/scan/deploy;enforce drift remediation and environment promotion to improve developer experience. Operate container...
, and cloud-native services across AWS, GCP, and Azure, with proven experience in architecting secure, scalable, and resilient... with Policy Controller. Enable GitOps practices for CI/CD and drift detection across clusters. Operations & Reliability...
. With a wide range of services and proactive approaches to care, Concentra colleagues provide exceptional service to employers... & hardening compliance, SLA adherence, backup verification, configuration drift, and automation coverage. Manage on-call...
services both internal and external customers in support of NBCUniversal’s $7B+ annual advertising business. Together, we’re... Expectations or custom SQL assertions) and define quality standards to detect schema drift, null rate spikes, and volume anomalies...
partner with Product, SRE/Platform, Security, and Data teams to deliver resilient services and frictionless deployments... routine ops (patching, certificate management, image baking, drift detection, and incident troubleshooting). Configuration...