ML Ops developer - F2F discussion - Chennai

Greetings from Tata Consultancy Services (TCS)

What we are looking for : MLops developer

Interview Mode : F2F discussion

Experience : 4-15 Years

• Design, build, and maintain scalable MLOps pipelines for machine learning model development, deployment, and monitoring.
  
• Automate machine learning workflows, including data ingestion, model training, validation, testing, and deployment.
  
• Collaborate with Data Scientists, Data Engineers, and Software Developers to operationalize machine learning models in production environments.
  
• Develop and manage CI/CD pipelines for machine learning applications to enable faster and reliable deployments.
  
• Implement model versioning, experiment tracking, and reproducibility using MLOps tools and frameworks.
  
• Monitor model performance, data quality, drift, and system reliability, taking corrective actions when required.
  
• Deploy and manage machine learning models using containerization and orchestration technologies such as Docker and Kubernetes.
  
• Optimize infrastructure, cloud resources, and machine learning workloads for performance, scalability, and cost efficiency.
  
• Ensure security, governance, compliance, and best practices across the machine learning lifecycle.
  
• Research and adopt emerging MLOps tools, frameworks, and industry best practices to improve operational efficiency.