Padmi

Devops Engineer

MumbaiPosted 17 months ago
Software engineeringMid-levelFull Time
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CI/CD Pipeline Development & Management Design, build, and maintain scalable CI/CD pipelines for software and ML workflows. Automate build, test, and deployment processes to accelerate release cycles. Implement data and model versioning for reproducibility. Infrastructure Automation Develop and manage Infrastructure as Code (IaC) using Terraform, Ansible, or CloudFormation. Optimize cloud-based environments (preferably Azure) for performance and cost. Support ML workflows using MLflow, TFX, and cloud-based ML services. Monitoring & Incident Response Implement and manage monitoring systems using Prometheus, Grafana, Datadog, or Splunk. Troubleshoot production issues and ensure high availability of services. Monitor data pipelines and ML model performance for drift or degradation. Collaboration & Communication Work cross-functionally with development, QA, IT, data engineering, and data science teams. Promote DevOps and MLOps best practices and culture. Ensure smooth integration between experimental ML models and production systems. Security & Compliance Integrate DevSecOps practices into CI/CD and infrastructure management. Ensure compliance with internal and external security standards and guidelines. Performance Optimization Optimize system reliability, scalability, and cost-efficiency. Conduct root cause analysis for system and model failures. Manage and retrain ML models to respond to real-world data changes. Required Qualifications & Experience Bachelor's degree in Computer Science, Engineering, or related field. 3+ years of experience in DevOps, MLOps, or a related engineering role. Technical Skills CI/CD Tools: Jenkins, GitHub Actions, GitLab CI Languages: Python, Go (or similar scripting languages) Containerization & Orchestration: Docker, Kubernetes Monitoring & Logging: Prometheus, ELK Stack, CloudWatch ML Platforms: MLflow, TFX, SageMaker Model Serving: TensorFlow Serving, TorchServe, ONNX Runtime Version Control: Git, Git branching strategies DevSecOps: Security automation, compliance integration Agile Methodologies: Experience with Agile/Scrum environments

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