Onelab Ventures

7 days ago

Pune India Onelab Ventures Full time

Job Description Description We are looking for a skilled DevOps Engineer with strong MLOps expertise to join our team. The ideal candidate will have hands-on experience in AWS Cloud, scripting, and automation, along with proven skills in deploying and managing machine learning pipelines in production. Key Responsibilities - Design, implement, and maintain CI/CD pipelines for ML model training, testing, and deployment. - Manage containerization & orchestration using Docker and Kubernetes. - Automate infrastructure provisioning using Implement and manage MLOps tools (Kubeflow, MLflow, Airflow, SageMaker, etc.). - Ensure scalability, reliability, and monitoring of ML/AI production systems. - Work closely with data scientists and ML engineers to operationalize ML models. - Develop automation scripts in Python/Bash to streamline workflows. - Implement and manage AWS cloud services (EC2, S3, EKS/ECS, Lambda, RDS, IAM, Secrets Manager). - Ensure compliance with security, cost optimization, and performance best practices. Required Skills & Experience - 7+ years of experience as a DevOps/MLOps Engineer. - Strong hands-on expertise in AWS Cloud (compute, storage, serverless, IAM). - Solid knowledge of CI/CD tools (GitLab CI/CD, Jenkins, ArgoCD). - Proficiency in Docker & Kubernetes for container orchestration. - Experience with MLOps tools : Kubeflow, MLflow, Airflow, SageMaker, or similar. - Strong scripting/programming skills in Python and Bash. - Experience with monitoring/logging tools (Prometheus, Grafana, ELK stack). - Familiarity with data version control (DVC, Git) and feature stores is a plus. - Excellent troubleshooting and problem-solving skills. Good To Have - Experience with multi-cloud (GCP/Azure ML). - Familiarity with TorchServe, BentoML, KFServing for model serving. - Knowledge of security & compliance in ML pipelines. (ref:hirist.tech)

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