{"@id":"https://credentialengineregistry.org/resources/ce-2382e026-5f38-4a8b-badd-ccb5e542e53a","@type":"ceterms:Certification","@context":"https://credreg.net/ctdl/schema/context/json","ceterms:ctid":"ce-2382e026-5f38-4a8b-badd-ccb5e542e53a","ceterms:name":{"en-US":"Microsoft Certified: Machine Learning Operations Engineer Associate"},"ceterms:ownedBy":["https://credentialengineregistry.org/resources/ce-8f1a526b-3e18-4a4e-829f-05b85197772c"],"ceterms:requires":[{"@type":"ceterms:ConditionProfile","ceterms:name":{"en-US":"Requirements to earn this certification:"},"ceterms:description":{"en-US":"Pass Exam"}}],"ceterms:inLanguage":["en"],"ceterms:description":{"en-US":"As a candidate for this Microsoft Certification, you should have subject matter expertise in setting up infrastructure for machine learning operations (MLOps) and generative AI operations (GenAIOps) solutions on Azure, together referred to as AI operations (AIOps). You need experience training, optimizing, deploying, and maintaining traditional machine learning models by using Azure Machine Learning, in addition to experience deploying, evaluating, monitoring, and optimizing generative AI applications and agents by using Microsoft Foundry.\n\nYou should have a data science background with experience in Python programming and an entry-level understanding of DevOps practices, including using tools like GitHub Actions and working with command-line interfaces (CLIs).\n\nAdditionally, you need knowledge and experience in MLOps by using:\n\nMachine Learning.\nFoundry.\nGitHub Actions.\nInfrastructure as code (IaC) practices with Bicep and Azure CLI.\nYour responsibilities for this role include:\n\nDesigning and implementing MLOps infrastructure.\nImplementing machine learning model lifecycle and operations.\nDesigning and implementing GenAIOps infrastructure.\nImplementing generative AI quality assurance and observability.\nOptimizing generative AI systems and model performance.\nYou work with data scientists, DevOps teams, and stakeholders to deliver scalable AI solutions with comprehensive automation and monitoring."},"ceterms:subjectWebpage":"https://learn.microsoft.com/en-us/credentials/certifications/operationalizing-machine-learning-and-generative-ai-solutions/?practice-assessment-type=certification","ceterms:credentialStatusType":{"@type":"ceterms:CredentialAlignmentObject","ceterms:framework":"https://credreg.net/ctdl/terms/CredentialStatus","ceterms:targetNode":"credentialStat:Active","ceterms:frameworkName":{"en-US":"Credential Status"},"ceterms:targetNodeName":{"en-US":"Active"},"ceterms:targetNodeDescription":{"en-US":"Awards of the credential are ongoing."}}}