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MLOps + AWS devops

  • Source: Naukri
  • Infosys
  • Hybrid
  • Hyderabad
  • Full-Time
  • Mid level

Job Description

Role: MLOps + AWS DevOps Engineer
Experience: 2-5 Years
Employment Type: Full-Time

Job Summary

We are looking for a talented MLOps + AWS DevOps Engineer with strong Python skills and hands-on experience in building, deploying, and maintaining machine learning solutions on AWS cloud infrastructure. The ideal candidate should have expertise in MLOps, DevOps automation, cloud-native technologies, CI/CD pipelines, and containerized deployments.

Key Responsibilities

  • Design, develop, and maintain end-to-end MLOps pipelines for model training, testing, deployment, and monitoring.
  • Deploy and manage ML models using AWS services such as SageMaker, EKS, ECS, Lambda, and S3.
  • Build and maintain CI/CD pipelines using Jenkins, GitHub Actions, GitLab CI/CD, or similar tools.
  • Automate infrastructure provisioning using Terraform, CloudFormation, or other IaC tools.
  • Develop automation scripts and tools using Python.
  • Containerize applications using Docker and orchestrate workloads using Kubernetes/EKS.
  • Monitor cloud resources, applications, and ML models using CloudWatch, Prometheus, and Grafana.
  • Implement model versioning, data versioning, and experiment tracking using MLflow or similar tools.
  • Collaborate with Data Scientists, Data Engineers, and Software Engineers to operationalize ML solutions.
  • Ensure security, scalability, reliability, and cost optimization of cloud infrastructure.

Required Skills

MLOps

  • Machine Learning Model Deployment
  • ML Pipelines & Workflow Automation
  • MLflow / Kubeflow
  • Model Monitoring & Retraining
  • Feature Store Concepts
  • Model Versioning

AWS Cloud

  • EC2, S3, IAM
  • VPC, Route53
  • Lambda
  • ECS/EKS
  • CloudWatch
  • RDS
  • SageMaker
  • Step Functions

DevOps

  • CI/CD Pipelines
  • Jenkins / GitHub Actions / GitLab CI
  • Terraform / CloudFormation
  • Docker
  • Kubernetes
  • Linux Administration

Programming

  • Strong Python Development
  • Shell Scripting (Bash)
  • API Development & Integration

Skills

  • amazon-web-services
  • amazon-sagemaker
  • amazon-eks
  • amazon-ecs
  • aws-lambda
  • amazon-s3
  • Jenkins
  • Github
  • github-actions
  • gitlab
  • gitlab-ci
  • Terraform
  • Python
  • Docker
  • Kubernetes
  • amazon-cloudwatch
  • Prometheus
  • Grafana
  • ml-flow
  • mlflow
  • kubeflow
  • google-vpc
  • aws-route53
  • amazon-rds-for-mysql

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