Validates the ability to build, deploy, operationalize, and maintain machine learning solutions and pipelines on AWS, from data preparation through model development, orchestration, monitoring, and security.

Evaluates a candidate’s ability to design, implement, operate and govern cloud security across architecture, data, platforms, applications, operations, and legal/risk/compliance requirements.

Assesses technical and managerial competence to design, engineer, implement, and manage an organization’s information security posture across eight security domains.

Assesses foundational knowledge and practical skills for installing, operating, and troubleshooting networks across fundamentals, access, IP connectivity/services, security, and automation.

Validates foundational knowledge of the AWS Cloud, including cloud concepts, security and compliance, core services and use cases, and AWS billing, pricing, and support resources.

Assesses business-focused knowledge of generative AI concepts and Google Cloud gen AI offerings, including selecting use cases, improving model output, and driving secure and responsible adoption across an organization.

Validates foundational understanding of AI, ML, and generative AI concepts and responsible use, including selecting appropriate AWS AI services for business use cases.

Assesses foundational knowledge of AI and machine learning concepts and how they map to Azure AI services, including responsible AI, computer vision, NLP, and generative AI workloads.

Assesses ability to design, plan, provision, secure, optimize, and operate scalable and cost-effective solutions on Google Cloud using Well-Architected principles.

Assesses ability to configure and operate Google Cloud security operations tooling to ingest and manage telemetry, hunt threats, engineer detections, respond to incidents, and report operational and security outcomes.

Assesses ability to design, configure, and operate security controls on Google Cloud across identity and access, network perimeter and segmentation, data protection, security operations, and compliance-aligned governance.

Assesses advanced enterprise security skills across governance, architecture, engineering, and operations for cloud, on-premises, and hybrid environments.