AWS Machine Learning Infrastructure Specialist
1 week ago
As an MLOps Engineer, you will design, deploy and maintain robust machine learning pipelines using AWS SageMaker. Key responsibilities include building, deploying and maintaining ML models, automating CI/CD workflows, implementing model monitoring and logging, and creating secure, scalable, cost-optimized AWS environments.Key ResponsibilitiesBuild, deploy and maintain ML models using AWS SageMaker Pipelines, Endpoints and Model Registry.Develop automated CI/CD workflows using CodePipeline, CodeBuild or GitHub Actions.Implement model monitoring, logging and drift detection using CloudWatch and SageMaker Model Monitor.Create and maintain infrastructure using Terraform or CloudFormation.Manage secure, scalable, cost-optimized AWS environments using IAM, VPC and networking.Collaborate with data scientists, cloud engineering teams and solution architects.Troubleshoot issues in high-availability production ML setups.Required Skills and Qualifications4–8 years total experience in MLOps, ML Engineering.Hands-on experience with SageMaker in enterprise-scale environments.Strong Python skills and familiarity with ML frameworks.Experience with Docker, Kubernetes, EKS preferred.Experience building CI/CD pipelines.Deep practical knowledge of the AWS ecosystem.
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